rm(list=ls())
library("readxl")
library(ggplot2)
library(foreign)
library(sandwich)
library(lmtest)
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
library(forecast)
## Warning in as.POSIXlt.POSIXct(Sys.time()): unknown timezone 'default/
## Pacific/Honolulu'
##
## Attaching package: 'forecast'
## The following object is masked from 'package:ggplot2':
##
## autolayer
Ballot <- read_excel("Ballot.xlsx")
summary(Ballot)
## Rk Name YoB Votes
## Min. : 1.00 Length:493 Length:493 Min. : 0.00
## 1st Qu.:10.75 Class :character Class :character 1st Qu.: 0.00
## Median :17.50 Mode :character Mode :character Median : 2.00
## Mean :18.46 Mean : 58.67
## 3rd Qu.:28.50 3rd Qu.: 19.00
## Max. :35.00 Max. :537.00
## NA's :469
## %vote HOFm HOFs Yrs
## Min. :0.0000 Min. : 0.00 Min. : 0.00 Min. :10.00
## 1st Qu.:0.0000 1st Qu.: 19.00 1st Qu.:17.00 1st Qu.:13.00
## Median :0.0050 Median : 39.00 Median :24.00 Median :15.00
## Mean :0.1331 Mean : 61.47 Mean :26.56 Mean :15.58
## 3rd Qu.:0.0410 3rd Qu.: 87.00 3rd Qu.:34.00 3rd Qu.:18.00
## Max. :0.9930 Max. :452.00 Max. :77.00 Max. :25.00
##
## WAR WAR7 JAWS Jpos
## Min. : -2.80 Min. :-0.10 Min. : -1.10 Min. :32.30
## 1st Qu.: 19.50 1st Qu.:17.90 1st Qu.: 18.70 1st Qu.:53.50
## Median : 31.70 Median :25.60 Median : 28.90 Median :55.00
## Mean : 35.61 Mean :26.76 Mean : 31.19 Mean :54.54
## 3rd Qu.: 46.40 3rd Qu.:34.80 3rd Qu.: 40.90 3rd Qu.:57.80
## Max. :162.80 Max. :73.70 Max. :117.80 Max. :57.90
##
## G AB R H
## Min. : 393 Min. : 596 Min. : 54.0 Min. : 144
## 1st Qu.:1458 1st Qu.: 4969 1st Qu.: 647.0 1st Qu.:1318
## Median :1783 Median : 6187 Median : 878.0 Median :1703
## Mean :1790 Mean : 6231 Mean : 890.2 Mean :1724
## 3rd Qu.:2099 3rd Qu.: 7562 3rd Qu.:1118.0 3rd Qu.:2116
## Max. :3308 Max. :12364 Max. :2295.0 Max. :3771
##
## HR RBI SB BB
## Min. : 6 Min. : 66.0 Min. : 0.0 Min. : 43.0
## 1st Qu.: 90 1st Qu.: 588.0 1st Qu.: 31.0 1st Qu.: 439.0
## Median :184 Median : 846.0 Median : 72.0 Median : 618.0
## Mean :200 Mean : 864.5 Mean : 123.3 Mean : 675.6
## 3rd Qu.:282 3rd Qu.:1110.0 3rd Qu.: 156.0 3rd Qu.: 865.0
## Max. :762 Max. :2297.0 Max. :1406.0 Max. :2558.0
##
## BA OBP SLG OPS
## Min. :0.1930 Min. :0.2520 Min. :0.2590 Min. :0.5290
## 1st Qu.:0.2600 1st Qu.:0.3250 1st Qu.:0.3890 1st Qu.:0.7220
## Median :0.2730 Median :0.3430 Median :0.4300 Median :0.7750
## Mean :0.2732 Mean :0.3441 Mean :0.4272 Mean :0.7713
## 3rd Qu.:0.2870 3rd Qu.:0.3620 3rd Qu.:0.4680 3rd Qu.:0.8230
## Max. :0.3440 Max. :0.4820 Max. :0.6340 Max. :1.1160
##
## OPS+ W L ERA
## Min. : 50 Min. : 0.000 Min. : 0.000 Length:493
## 1st Qu.: 98 1st Qu.: 0.000 1st Qu.: 0.000 Class :character
## Median :111 Median : 0.000 Median : 0.000 Mode :character
## Mean :110 Mean : 2.828 Mean : 3.138
## 3rd Qu.:122 3rd Qu.: 0.000 3rd Qu.: 0.000
## Max. :190 Max. :81.000 Max. :91.000
## NA's :464 NA's :464
## ERA+ WHIP G__1 GS
## Min. : 17.00 Min. :0.000 Min. : 1.00 Min. : 0.000
## 1st Qu.: 34.00 1st Qu.:1.000 1st Qu.: 1.00 1st Qu.: 0.000
## Median : 66.00 Median :1.500 Median : 1.00 Median : 0.000
## Mean : 69.83 Mean :1.870 Mean : 15.55 Mean : 5.965
## 3rd Qu.: 96.75 3rd Qu.:2.357 3rd Qu.: 2.00 3rd Qu.: 0.000
## Max. :157.00 Max. :5.000 Max. :412.00 Max. :171.000
## NA's :475 NA's :466 NA's :464 NA's :464
## SV IP H__1 HR__1
## Min. : 0.0000 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.0000 1st Qu.: 1.00 1st Qu.: 1.00 1st Qu.: 0.00
## Median : 0.0000 Median : 1.20 Median : 2.00 Median : 0.00
## Mean : 0.7931 Mean : 54.89 Mean : 51.62 Mean : 4.69
## 3rd Qu.: 0.0000 3rd Qu.: 2.00 3rd Qu.: 3.00 3rd Qu.: 0.00
## Max. :23.0000 Max. :1548.00 Max. :1442.00 Max. :130.00
## NA's :464 NA's :464 NA's :464 NA's :464
## BB__1 SO Pos Summary
## Min. : 0.00 Min. : 0.00 Length:493
## 1st Qu.: 0.00 1st Qu.: 0.00 Class :character
## Median : 1.00 Median : 0.00 Mode :character
## Mean : 26.07 Mean : 29.97
## 3rd Qu.: 2.00 3rd Qu.: 1.00
## Max. :725.00 Max. :849.00
## NA's :464 NA's :464
colnames(Ballot)[colnames(Ballot)=="%vote"] <- "vote"
HOF.matrix = matrix(Ballot$vote, nrow = 493, byrow=TRUE)
HOF.matrix = cbind(HOF.matrix, Ballot$H)
HOF.matrix = cbind(HOF.matrix, Ballot$Name)
HOF.matrix = cbind(HOF.matrix, Ballot$WAR)
HOF.matrix = cbind(HOF.matrix, Ballot$HR)
HOF.matrix = cbind(HOF.matrix, Ballot$SB)
HOF.matrix = cbind(HOF.matrix, Ballot$BA)
HOF.matrix = cbind(HOF.matrix, Ballot$OPS)
z= as.data.frame(HOF.matrix)
colnames(HOF.matrix) <- c("vote", "H","Name","WAR","HR","SB","BA","OPS")
HOF.matrix
## vote H Name WAR HR SB
## [1,] "0.978" "3771" "y Hank Aaron" "143" "755" "240"
## [2,] "0.932" "3630" "y Stan Musial" "128.2" "475" "78"
## [3,] "0.946" "3419" "y Carl Yastrzemski" "96.4" "452" "168"
## [4,] "0.852" "3319" "y Paul Molitor" "75.7" "234" "504"
## [5,] "0.947" "3283" "y Willie Mays" "156.4" "660" "338"
## [6,] "0.853" "3255" "y Eddie Murray" "68.7" "504" "110"
## [7,] "0.985" "3184" "y Cal Ripken Jr." "95.9" "431" "36"
## [8,] "0.982" "3154" "y George Brett" "88.7" "317" "201"
## [9,] "0.775" "3142" "y Robin Yount" "77.3" "251" "271"
## [10,] "0.976" "3141" "y Tony Gwynn" "69.2" "135" "319"
## [11,] "0.845" "3110" "y Dave Winfield" "64.2" "465" "223"
## [12,] "0.827" "3060" "y Craig Biggio" "65.5" "291" "414"
## [13,] "0.948" "3055" "y Rickey Henderson" "111.2" "297" "1406"
## [14,] "0.905" "3053" "y Rod Carew" "81.3" "92" "353"
## [15,] "0.797" "3023" "y Lou Brock" "45.3" "149" "938"
## [16,] "0.044" "3020" "y X-Rafael Palmeiro" "71.9" "569" "97"
## [17,] "0.919" "3010" "y Wade Boggs" "91.4" "118" "24"
## [18,] "0.883" "3007" "y Al Kaline" "92.8" "399" "137"
## [19,] "0.892" "2943" "y Frank Robinson" "107.3" "586" "204"
## [20,] "0.564" "2935" "y Barry Bonds" "162.8" "762" "514"
## [21,] "0.37" "2877" "y Omar Vizquel" "45.6" "80" "404"
## [22,] "0.048" "2866" "y X-Harold Baines" "38.7" "384" "34"
## [23,] "0.92" "2848" "y Brooks Robinson" "78.4" "268" "28"
## [24,] "0.76" "2844" "y Ivan Rodriguez" "68.7" "311" "127"
## [25,] "0.993" "2781" "y Ken Griffey Jr." "83.8" "630" "184"
## [26,] "0.779" "2774" "y Andre Dawson" "64.8" "438" "314"
## [27,] "0.019" "2769" "y X-Johnny Damon" "56.4" "235" "408"
## [28,] "0.109" "2757" "y X-Vada Pinson" "54.3" "256" "305"
## [29,] "0.043" "2743" "y X-Al Oliver" "43.7" "219" "84"
## [30,] "0.772" "2732" "y Tony Perez" "54" "379" "49"
## [31,] "0.972" "2726" "y Chipper Jones" "85.2" "468" "150"
## [32,] "0.9" "2724" "y Roberto Alomar" "67.1" "210" "474"
## [33,] "0.038" "2716" "y X-Rusty Staub" "45.8" "292" "47"
## [34,] "0.021" "2715" "y X-Bill Buckner" "15.1" "174" "183"
## [35,] "0.153" "2712" "y X-Dave Parker" "40.1" "339" "154"
## [36,] "0.857" "2711" "y Billy Williams" "63.7" "426" "90"
## [37,] "0.111" "2689" "y Gary Sheffield" "60.5" "509" "253"
## [38,] "0.846" "2677" "y Luis Aparicio" "55.8" "83" "506"
## [39,] "0.747" "2663" "y X-Nellie Fox HOF" "49" "35" "76"
## [40,] "0.934" "2654" "y Ted Williams" "123.1" "521" "24"
## [41,] "0.86" "2605" "y Tim Raines" "69.4" "170" "808"
## [42,] "0.211" "2599" "y X-Steve Garvey" "38.1" "272" "83"
## [43,] "0.009" "2591" "y X-Luis Gonzalez" "51.8" "354" "128"
## [44,] "0.929" "2590" "y Vladimir Guerrero" "59.4" "449" "181"
## [45,] "0.011" "2586" "y X-Julio Franco" "43.5" "173" "281"
## [46,] "0.936" "2584" "y Reggie Jackson" "74" "563" "228"
## [47,] "0.838" "2583" "y Ernie Banks" "67.5" "512" "50"
## [48,] "0.22" "2574" "y Manny Ramirez" "69.4" "555" "38"
## [49,] "0.304" "2574" "y X-Richie Ashburn HOF" "63.9" "29" "234"
## [50,] "0.007" "2548" "y X-Steve Finley" "44.3" "304" "320"
## [51,] "0.002" "2529" "y X-Garret Anderson" "25.7" "287" "80"
## [52,] "0.818" "2517" "y Joe Morgan" "100.6" "268" "689"
## [53,] "0.017" "2514" "y X-Buddy Bell" "66.3" "201" "55"
## [54,] "0.249" "2495" "y X-Mickey Vernon" "34.5" "172" "137"
## [55,] "0.232" "2490" "y Fred McGriff" "52.6" "493" "72"
## [56,] "0.037" "2472" "y X-Ted Simmons" "50.3" "248" "21"
## [57,] "0.848" "2471" "y Joe Medwick" "55.6" "205" "42"
## [58,] "0.837" "2468" "y Frank Thomas" "73.9" "521" "32"
## [59,] "0.145" "2461" "y Jeff Kent" "55.4" "377" "94"
## [60,] "0.917" "2460" "y Ozzie Smith" "76.9" "28" "580"
## [61,] "0.764" "2452" "y Jim Rice" "47.7" "382" "58"
## [62,] "0.39" "2449" "y X-Red Schoendienst HOF" "42.3" "84" "89"
## [63,] "0.036" "2446" "y X-Dwight Evans" "67.1" "385" "78"
## [64,] "0.041" "2445" "y X-Mark Grace" "46.4" "173" "70"
## [65,] "0.032" "2428" "y X-Kenny Lofton" "68.3" "130" "622"
## [66,] "0.882" "2415" "y Mickey Mantle" "110.3" "536" "153"
## [67,] "0.078" "2408" "y Sammy Sosa" "58.6" "609" "234"
## [68,] "0.762" "2386" "y Ryne Sandberg" "68" "282" "344"
## [69,] "0.006" "2380" "y X-Chili Davis" "38.2" "350" "142"
## [70,] "0.004" "2375" "y X-Brett Butler" "49.7" "54" "558"
## [71,] "0.029" "2369" "y X-Lou Whitaker" "75.1" "244" "143"
## [72,] "0.796" "2356" "y Carlton Fisk" "68.5" "376" "128"
## [73,] "0.735" "2351" "y X-Orlando Cepeda HOF" "50.2" "379" "142"
## [74,] "0.202" "2345" "y X-Billy Herman HOF" "54.8" "47" "67"
## [75,] "0.222" "2342" "y X-Joe Torre HOF" "57.6" "252" "23"
## [76,] "0.864" "2340" "y Barry Larkin" "70.4" "198" "379"
## [77,] "0.033" "2336" "y X-Bernie Williams" "49.6" "287" "147"
## [78,] "0.041" "2333" "y X-Andres Galarraga" "31.7" "399" "128"
## [79,] "0.898" "2328" "y Jim Thome" "72.9" "612" "19"
## [80,] "0.005" "2327" "y X-Edgar Renteria" "32.3" "140" "294"
## [81,] "0.003" "2326" "y X-B.J. Surhoff" "34.4" "188" "141"
## [82,] "0.162" "2326" "y X-Dave Concepcion" "40.1" "101" "321"
## [83,] "0.794" "2315" "y Eddie Mathews" "96.6" "512" "68"
## [84,] "0.862" "2314" "y Jeff Bagwell" "79.9" "449" "202"
## [85,] "0.821" "2304" "y Kirby Puckett" "51.1" "207" "134"
## [86,] "0.008" "2280" "y X-Gary Gaetti" "42.1" "360" "96"
## [87,] "0.007" "2276" "y X-Tony Fernandez" "45.3" "94" "246"
## [88,] "0.002" "2273" "y X-Carlos Lee" "28.3" "358" "125"
## [89,] "0.023" "2254" "y X-Willie McGee" "34.2" "79" "352"
## [90,] "0.431" "2254" "y X-Ron Santo HOF" "70.5" "342" "35"
## [91,] "0.007" "2251" "y X-Marquis Grissom" "29.6" "227" "429"
## [92,] "0.004" "2251" "y X-Jose Cruz" "54.4" "165" "317"
## [93,] "0.031" "2249" "y X-Bert Campaneris" "53.1" "79" "649"
## [94,] "0.704" "2247" "y Edgar Martinez" "68.4" "309" "49"
## [95,] "0.007" "2239" "y X-John Olerud" "58.2" "255" "11"
## [96,] "0.965" "2234" "y Mike Schmidt" "106.8" "548" "174"
## [97,] "0.824" "2232" "y Willie Stargell" "57.5" "475" "17"
## [98,] "0.047" "2225" "y X-Graig Nettles" "68" "390" "32"
## [99,] "0.017" "2223" "y X-Darrell Evans" "58.8" "414" "98"
## [100,] "0.814" "2211" "y Willie McCovey" "64.5" "521" "26"
## [101,] "0.011" "2210" "y X-Willie Randolph" "65.9" "54" "271"
## [102,] "0.02" "2207" "y X-Willie Wilson" "46.1" "41" "668"
## [103,] "0.005" "2195" "y X-Jason Kendall" "41.7" "75" "189"
## [104,] "0" "2192" "y X-Cecil Cooper" "36" "241" "89"
## [105,] "0.025" "2191" "y X-Larry Bowa" "22.8" "15" "318"
## [106,] "0.038" "2184" "y X-Joe Carter" "19.6" "396" "231"
## [107,] "0.043" "2182" "y X-Keith Hernandez" "60.4" "162" "98"
## [108,] "0.044" "2176" "y X-Will Clark" "56.5" "284" "67"
## [109,] "0.446" "2170" "y X-Pee Wee Reese HOF" "66.3" "126" "232"
## [110,] "0.341" "2160" "y Larry Walker" "72.7" "383" "230"
## [111,] "0.007" "2156" "y X-Magglio Ordonez" "38.7" "294" "94"
## [112,] "0.091" "2153" "y X-Don Mattingly" "42.4" "222" "14"
## [113,] "0" "2152" "y X-Ruben Sierra" "16.8" "306" "142"
## [114,] "0.856" "2150" "y Yogi Berra" "59.4" "358" "30"
## [115,] "0.047" "2143" "y X-Ken Griffey" "34.5" "152" "200"
## [116,] "0.118" "2143" "y X-Ken Boyer" "62.8" "282" "105"
## [117,] "0.008" "2138" "y X-Dick Groat" "36.7" "39" "14"
## [118,] "0.019" "2138" "y X-Wally Moses" "33" "89" "174"
## [119,] "0.026" "2135" "y X-Don Baylor" "28.5" "338" "285"
## [120,] "0.011" "2134" "y X-Moises Alou" "39.9" "332" "106"
## [121,] "0.256" "2134" "y X-Maury Wills" "39.7" "20" "586"
## [122,] "0.83" "2127" "y Mike Piazza" "59.6" "427" "17"
## [123,] "0.012" "2121" "y X-Tommy Davis" "20.4" "153" "136"
## [124,] "0.865" "2116" "y Duke Snider" "66.3" "407" "99"
## [125,] "0.186" "2111" "y X-Dale Murphy" "46.5" "398" "161"
## [126,] "0" "2109" "y X-Chris Chambliss" "27.5" "185" "40"
## [127,] "0.004" "2107" "y X-Ellis Burks" "49.8" "352" "181"
## [128,] "0.022" "2105" "y X-Paul O'Neill" "38.9" "281" "141"
## [129,] "0.29" "2103" "y X-Arky Vaughan HOF" "72.9" "96" "118"
## [130,] "0.008" "2101" "y X-Felipe Alou" "42.2" "206" "107"
## [131,] "0.004" "2099" "y X-Brian Downing" "51.5" "275" "50"
## [132,] "0.004" "2096" "y X-Garry Templeton" "27.9" "70" "242"
## [133,] "0.78" "2092" "y Gary Carter" "70.1" "324" "39"
## [134,] "0.226" "2092" "y X-Harvey Kuenn" "26" "87" "68"
## [135,] "0" "2091" "y X-Hal McRae" "27.9" "191" "109"
## [136,] "0.112" "2089" "y X-Al Dark" "43.2" "126" "59"
## [137,] "0.005" "2087" "y X-Cesar Cedeno" "52.8" "199" "550"
## [138,] "0.831" "2086" "y Harmon Killebrew" "60.4" "573" "19"
## [139,] "0.002" "2085" "y X-Tim Wallach" "38.5" "260" "51"
## [140,] "0.102" "2077" "y Scott Rolen" "70.2" "316" "118"
## [141,] "0.006" "2074" "y X-Carney Lansford" "40.4" "151" "224"
## [142,] "0.026" "2064" "y X-Dixie Walker" "42.7" "105" "59"
## [143,] "0.007" "2063" "y X-Del Ennis" "31.1" "288" "45"
## [144,] "0" "2060" "y X-Wally Joyner" "35.8" "204" "60"
## [145,] "0" "2055" "y X-Orlando Cabrera" "21.4" "123" "216"
## [146,] "0" "2054" "y X-Ray Durham" "33.8" "192" "273"
## [147,] "0.964" "2048" "y Johnny Bench" "75.2" "389" "68"
## [148,] "0.217" "2042" "y X-Bobby Doerr HOF" "51.2" "223" "54"
## [149,] "0" "2040" "y X-Mark Grudzielanek" "26.5" "90" "133"
## [150,] "0.038" "2038" "y X-Carlos Delgado" "44.4" "473" "14"
## [151,] "0.007" "2031" "y X-Lee May" "27.2" "354" "39"
## [152,] "0" "2029" "y X-Ken Singleton" "41.8" "246" "21"
## [153,] "0.002" "2023" "y X-Tony Phillips" "50.9" "160" "177"
## [154,] "0" "2020" "y X-Amos Otis" "42.8" "193" "341"
## [155,] "0.007" "2020" "y X-Reggie Smith" "64.6" "314" "137"
## [156,] "0.423" "2016" "y X-Bill Mazeroski HOF" "36.5" "138" "27"
## [157,] "0" "2011" "y X-Gary Matthews" "30.4" "234" "183"
## [158,] "0.004" "2010" "y X-Bobby Bonilla" "30.3" "287" "45"
## [159,] "0.045" "2008" "y X-Bill Madlock" "38.2" "163" "174"
## [160,] "0" "2007" "y X-Tony Taylor" "23.4" "75" "234"
## [161,] "0.038" "2006" "y X-Frank White" "34.8" "160" "178"
## [162,] "0" "2004" "y X-Todd Zeile" "19.5" "253" "53"
## [163,] "0.004" "2003" "y X-Shawn Green" "34.7" "328" "162"
## [164,] "0.009" "1993" "y X-Willie Horton" "26.4" "325" "20"
## [165,] "0.002" "1992" "y X-George Scott" "36.5" "271" "69"
## [166,] "0" "1992" "y George Scott" "36.5" "271" "69"
## [167,] "0" "1982" "y X-Jeff Conine" "19.5" "214" "54"
## [168,] "0.009" "1981" "y X-Dusty Baker" "37" "242" "137"
## [169,] "0" "1980" "y X-George Hendrick" "29.1" "267" "59"
## [170,] "0.004" "1963" "y X-Jay Bell" "37.2" "195" "91"
## [171,] "0.147" "1963" "y X-Minnie Minoso" "50.5" "186" "205"
## [172,] "0.047" "1960" "y X-Fred Lynn" "50.2" "306" "72"
## [173,] "0" "1959" "y X-Derrek Lee" "34.6" "331" "104"
## [174,] "0.002" "1954" "y X-Toby Harrah" "51.4" "195" "238"
## [175,] "0.025" "1949" "y X-Jim Edmonds" "60.4" "393" "67"
## [176,] "0.004" "1949" "y X-Steve Sax" "25.7" "54" "444"
## [177,] "0.04" "1936" "y X-Juan Gonzalez" "38.7" "434" "26"
## [178,] "0" "1934" "y X-Devon White" "47.3" "208" "346"
## [179,] "0.073" "1933" "y Andruw Jones" "62.8" "434" "152"
## [180,] "0.005" "1931" "y X-Don Kessinger" "9" "14" "100"
## [181,] "0.007" "1926" "y X-Bill Russell" "31.3" "46" "167"
## [182,] "0.01" "1925" "y X-Tino Martinez" "29" "339" "27"
## [183,] "0.041" "1925" "y X-George Foster" "44.2" "348" "51"
## [184,] "0.634" "1921" "y X-Gil Hodges" "44.9" "370" "63"
## [185,] "0.362" "1917" "y X-Tony Oliva" "43.1" "220" "86"
## [186,] "0.002" "1913" "y X-Jose Cardenal" "20.7" "138" "329"
## [187,] "0.008" "1913" "y X-Ron Fairly" "35.1" "215" "35"
## [188,] "0" "1913" "y Ron Fairly" "35.1" "215" "35"
## [189,] "0.005" "1910" "y X-Carl Furillo" "35.1" "192" "48"
## [190,] "0.006" "1906" "y X-Dante Bichette" "5.7" "274" "152"
## [191,] "0" "1904" "y X-Royce Clayton" "19.6" "110" "231"
## [192,] "0" "1897" "y X-Brian Giles" "51.1" "287" "109"
## [193,] "0.002" "1897" "y X-Terry Pendleton" "28.5" "140" "127"
## [194,] "0" "1889" "y X-Luis Castillo" "29.1" "28" "370"
## [195,] "0.042" "1886" "y X-Bobby Bonds" "57.9" "332" "461"
## [196,] "0.013" "1885" "y X-Robin Ventura" "56.1" "294" "24"
## [197,] "0.01" "1884" "y X-Vinny Castilla" "19.4" "320" "33"
## [198,] "0" "1884" "y X-Claudell Washington" "19.6" "164" "312"
## [199,] "0.011" "1877" "y X-Jose Canseco" "42.5" "462" "200"
## [200,] "0.002" "1875" "y X-Chet Lemon" "55.6" "215" "58"
## [201,] "0.019" "1868" "y X-Ron Cey" "53.8" "316" "24"
## [202,] "0.007" "1862" "y X-Bobby Murcer" "32.1" "252" "127"
## [203,] "0.151" "1861" "y X-Curt Flood" "41.9" "85" "88"
## [204,] "0.167" "1848" "y X-Dick Allen" "58.7" "351" "133"
## [205,] "0.002" "1839" "y X-Chuck Knoblauch" "44.8" "98" "407"
## [206,] "0.042" "1838" "y X-Bob Boone" "27.4" "105" "38"
## [207,] "0.026" "1833" "y X-Bobby Grich" "71.1" "224" "104"
## [208,] "0.002" "1830" "y X-Benito Santiago" "27.3" "217" "91"
## [209,] "0.015" "1826" "y X-Jack Clark" "53.1" "340" "77"
## [210,] "0.007" "1826" "y X-Bob Watson" "28.4" "184" "27"
## [211,] "0.016" "1820" "y X-Norm Cash" "52" "377" "43"
## [212,] "0" "1803" "y X-Roy White" "46.8" "160" "233"
## [213,] "0" "1802" "y X-Garry Maddox" "36.8" "117" "248"
## [214,] "0.003" "1796" "y X-Andy Pafko" "36.8" "213" "38"
## [215,] "0.002" "1795" "y X-Greg Luzinski" "26.3" "307" "37"
## [216,] "0.147" "1792" "y X-Ernie Lombardi HOF" "45.9" "190" "8"
## [217,] "0.007" "1790" "y X-Sal Bando" "61.5" "242" "75"
## [218,] "0.004" "1789" "y X-Larry Parrish" "15.7" "256" "30"
## [219,] "0.017" "1782" "y X-Lance Parrish" "39.5" "324" "28"
## [220,] "0" "1779" "y X-Jermaine Dye" "20.3" "325" "46"
## [221,] "0.773" "1779" "y Lou Boudreau" "63" "68" "51"
## [222,] "0.013" "1777" "y X-Matty Alou" "23" "31" "156"
## [223,] "0.004" "1776" "y X-Travis Fryman" "34.4" "223" "72"
## [224,] "0.013" "1776" "y X-Boog Powell" "39" "339" "20"
## [225,] "0.002" "1775" "y X-Bret Boone" "22.8" "252" "94"
## [226,] "0.014" "1774" "y X-Frank Howard" "37.6" "382" "8"
## [227,] "0.14" "1766" "y X-Ted Kluszewski" "32.4" "279" "20"
## [228,] "0.01" "1764" "y X-Ozzie Guillen" "20.9" "28" "169"
## [229,] "0" "1759" "y X-Randy Winn" "27.6" "110" "215"
## [230,] "0.002" "1759" "y X-Chris Speier" "30.6" "112" "42"
## [231,] "0.002" "1757" "y X-Johnny Callison" "38.5" "226" "74"
## [232,] "0.01" "1749" "y X-Kent Hrbek" "38.6" "293" "37"
## [233,] "0.018" "1747" "y X-Nomar Garciaparra" "44.2" "229" "95"
## [234,] "0.002" "1731" "y X-Eric Young" "18.8" "79" "465"
## [235,] "0.003" "1730" "y X-Rocky Colavito" "44.5" "374" "19"
## [236,] "0.035" "1726" "y X-Albert Belle" "40.1" "381" "88"
## [237,] "0.01" "1726" "y X-Jim Fregosi" "48.7" "151" "76"
## [238,] "0.002" "1725" "y X-Leo Cardenas" "27.3" "118" "39"
## [239,] "0.004" "1724" "y X-Eric Karros" "10.4" "284" "59"
## [240,] "0.008" "1716" "y X-Vic Power" "15.5" "126" "45"
## [241,] "0.011" "1711" "y X-Frank McCormick" "34.9" "128" "27"
## [242,] "0.004" "1710" "y X-Ken Caminiti" "33.5" "239" "88"
## [243,] "0.01" "1706" "y X-Bill White" "38.6" "202" "103"
## [244,] "0.01" "1706" "y X-Augie Galan" "41.1" "100" "123"
## [245,] "0.005" "1705" "y X-Lou Piniella" "12.5" "102" "32"
## [246,] "0.025" "1705" "y X-Bobby Thomson" "33.3" "264" "38"
## [247,] "0.008" "1703" "y X-Roy Sievers" "25.6" "318" "14"
## [248,] "0.012" "1702" "y X-George Bell" "20" "265" "67"
## [249,] "0" "1700" "y X-Mike Cameron" "46.7" "278" "297"
## [250,] "0" "1699" "y X-Aubrey Huff" "20.4" "242" "37"
## [251,] "0.002" "1697" "y X-Darin Erstad" "32.4" "124" "179"
## [252,] "0.002" "1694" "y X-Richie Hebner" "33" "203" "38"
## [253,] "0.011" "1692" "y X-Vic Wertz" "27.4" "266" "9"
## [254,] "0.004" "1687" "y X-Tony Pena" "24.7" "107" "80"
## [255,] "0.003" "1677" "y X-Rico Carty" "32.6" "204" "21"
## [256,] "0.009" "1674" "y X-Tim Salmon" "40.6" "299" "48"
## [257,] "0.005" "1671" "y X-Davey Lopes" "42.4" "155" "557"
## [258,] "0" "1666" "y X-Reggie Sanders" "39.8" "305" "304"
## [259,] "0" "1665" "y X-Jim Wynn" "55.9" "291" "225"
## [260,] "0.038" "1664" "y X-Jorge Posada" "42.8" "275" "20"
## [261,] "0" "1661" "y X-Brady Anderson" "35" "210" "315"
## [262,] "0.005" "1660" "y X-Mickey Rivers" "32.7" "61" "267"
## [263,] "0" "1660" "y X-Cookie Rojas" "9.3" "54" "74"
## [264,] "0" "1651" "y X-Ron Gant" "34.1" "321" "243"
## [265,] "0.003" "1651" "y X-Bill Bruton" "26.1" "94" "207"
## [266,] "0.011" "1639" "y X-Roy McMillan" "25.6" "68" "41"
## [267,] "0.123" "1626" "y X-Mark McGwire" "62.2" "583" "12"
## [268,] "0.002" "1623" "y X-Don Money" "36.5" "176" "80"
## [269,] "0" "1619" "y X-Mike Lowell" "24.9" "223" "30"
## [270,] "0.005" "1619" "y X-Rick Monday" "33.1" "241" "98"
## [271,] "0.013" "1618" "y X-Pedro Guerrero" "34.5" "215" "97"
## [272,] "0.003" "1617" "y X-Felix Millan" "17.6" "22" "67"
## [273,] "0" "1615" "y X-Ben Oglivie" "26.4" "235" "87"
## [274,] "0.002" "1614" "y X-Mike Hargrove" "30.4" "80" "24"
## [275,] "0" "1609" "y X-Tommy Harper" "25.8" "146" "408"
## [276,] "0" "1608" "y X-Hubie Brooks" "13" "149" "64"
## [277,] "0" "1604" "y X-Willie Montanez" "1.7" "139" "32"
## [278,] "0" "1598" "y X-Jeff Cirillo" "34.5" "112" "63"
## [279,] "0.002" "1597" "y X-Shawon Dunston" "11.5" "150" "212"
## [280,] "0.003" "1596" "y X-Bill Virdon" "19.7" "91" "47"
## [281,] "0.004" "1594" "y X-Phil Garner" "29.7" "109" "225"
## [282,] "0.004" "1593" "y X-Gregg Jefferies" "19.6" "126" "196"
## [283,] "0.005" "1591" "y X-Bill Freehan" "44.8" "200" "24"
## [284,] "0" "1589" "y X-Raul Mondesi" "29.5" "271" "229"
## [285,] "0.384" "1588" "y X-Phil Rizzuto HOF" "40.8" "38" "149"
## [286,] "0" "1583" "y X-Carlos Baerga" "19.6" "134" "59"
## [287,] "0" "1579" "y X-Brad Ausmus" "16.5" "80" "102"
## [288,] "0.004" "1578" "y X-Juan Samuel" "17" "161" "396"
## [289,] "0" "1576" "y X-Rich Aurilia" "18.2" "186" "23"
## [290,] "0.002" "1571" "y X-David Justice" "40.6" "305" "53"
## [291,] "0.005" "1571" "y X-Dave Cash" "25.6" "21" "120"
## [292,] "0" "1564" "y X-Ryan Klesko" "27" "278" "91"
## [293,] "0.002" "1564" "y X-Bob Bailey" "28.7" "189" "85"
## [294,] "0" "1562" "y X-Andy Van Slyke" "41.3" "164" "245"
## [295,] "0" "1562" "y X-Manny Trillo" "11.3" "61" "56"
## [296,] "0" "1561" "y X-Ray Lankford" "38.2" "238" "258"
## [297,] "0.065" "1558" "y X-Thurman Munson" "46.1" "113" "48"
## [298,] "0.025" "1553" "y X-Kirk Gibson" "38.4" "255" "284"
## [299,] "0.39" "1547" "y X-Al Lopez HOF" "16.6" "51" "46"
## [300,] "0" "1546" "y X-Cesar Tovar" "28.2" "46" "226"
## [301,] "0.053" "1541" "y X-Frankie Crosetti" "23.9" "98" "113"
## [302,] "0.007" "1540" "y X-Mike Sweeney" "24.8" "215" "53"
## [303,] "0" "1531" "y X-Sean Casey" "16.5" "130" "18"
## [304,] "0" "1530" "y X-Dick McAuliffe" "37.5" "197" "63"
## [305,] "0.263" "1530" "y X-Joe Gordon HOF" "57.2" "253" "89"
## [306,] "0.002" "1527" "y X-Javy Lopez" "29.7" "260" "8"
## [307,] "0" "1519" "y X-Rondell White" "28.3" "198" "94"
## [308,] "0.034" "1515" "y X-Larry Doby HOF" "49.6" "253" "47"
## [309,] "0.019" "1513" "y X-Paul Blair" "37.8" "134" "171"
## [310,] "0.004" "1509" "y X-J.T. Snow" "11" "189" "20"
## [311,] "0.005" "1505" "y X-Doug DeCinces" "41.7" "237" "58"
## [312,] "0" "1503" "y X-Melvin Mora" "28.3" "171" "93"
## [313,] "0" "1502" "y X-Johnny Ray" "24.2" "53" "80"
## [314,] "0.038" "1501" "y X-Tim McCarver" "28.3" "97" "61"
## [315,] "0.005" "1500" "y X-Manny Sanguillen" "27.5" "65" "35"
## [316,] "0.002" "1493" "y X-Jim Sundberg" "40.5" "95" "20"
## [317,] "0.002" "1488" "y X-Lonnie Smith" "38.5" "98" "370"
## [318,] "0" "1479" "y X-Cliff Floyd" "26" "233" "148"
## [319,] "0" "1477" "y X-Richie Zisk" "25.1" "207" "8"
## [320,] "0" "1475" "y X-Greg Vaughn" "30.8" "355" "121"
## [321,] "0.002" "1473" "y X-Glenn Beckert" "15.6" "22" "49"
## [322,] "0.124" "1471" "y X-Elston Howard" "27" "167" "9"
## [323,] "0" "1468" "y X-Joe Rudi" "25.4" "179" "25"
## [324,] "0.003" "1463" "y X-Jackie Jensen" "27.9" "199" "143"
## [325,] "0.003" "1463" "y Jackie Jensen" "27.9" "199" "143"
## [326,] "0" "1454" "y X-Brian Jordan" "32.9" "184" "119"
## [327,] "0.002" "1453" "y X-Terry Steinbach" "28" "162" "23"
## [328,] "0.754" "1451" "y Ralph Kiner" "49.4" "369" "22"
## [329,] "0.334" "1448" "y X-Marty Marion" "31.6" "36" "35"
## [330,] "0" "1447" "y X-Jeromy Burnitz" "19.8" "315" "74"
## [331,] "0" "1447" "y X-Deron Johnson" "6.3" "245" "11"
## [332,] "0.002" "1443" "y X-Jeff Burroughs" "17.8" "240" "16"
## [333,] "0" "1437" "y X-J.D. Drew" "44.9" "242" "87"
## [334,] "0.014" "1432" "y X-Bobby Richardson" "8.2" "34" "73"
## [335,] "0.006" "1430" "y X-Eric Davis" "36.1" "282" "349"
## [336,] "0" "1429" "y X-Ron Hunt" "32.8" "39" "65"
## [337,] "0.006" "1425" "y X-Vince Coleman" "12.5" "28" "752"
## [338,] "0" "1422" "y X-Al Bumbry" "24.5" "54" "254"
## [339,] "0.007" "1420" "y X-Elmer Valo" "28.1" "58" "110"
## [340,] "0" "1418" "y X-Ed Kranepool" "4.4" "118" "15"
## [341,] "0.005" "1414" "y X-David Eckstein" "20.9" "35" "123"
## [342,] "0.002" "1412" "y X-David Segui" "10.4" "139" "17"
## [343,] "0.012" "1401" "y X-Darryl Strawberry" "42.2" "335" "221"
## [344,] "0" "1401" "y X-Rick Burleson" "22.8" "50" "72"
## [345,] "0.004" "1400" "y X-Mike Greenwell" "25.8" "130" "80"
## [346,] "0.006" "1399" "y X-Wally Moon" "24.9" "142" "89"
## [347,] "0.007" "1396" "y X-Clete Boyer" "27.6" "162" "41"
## [348,] "0" "1393" "y X-Pat Burrell" "18.9" "292" "7"
## [349,] "0" "1379" "y X-Otis Nixon" "16.6" "11" "620"
## [350,] "0" "1379" "y X-John Mayberry" "24.9" "255" "20"
## [351,] "0" "1375" "y X-Troy Glaus" "38" "320" "56"
## [352,] "0" "1369" "y X-Darrell Porter" "40.9" "188" "39"
## [353,] "0" "1366" "y X-Matt Stairs" "14.2" "265" "30"
## [354,] "0.002" "1366" "y X-Danny Tartabull" "23.3" "262" "37"
## [355,] "0.002" "1361" "y X-Terry Puhl" "28.4" "62" "217"
## [356,] "0" "1353" "y X-Tony Womack" "2.4" "36" "363"
## [357,] "0.007" "1352" "y X-Rico Petrocelli" "39.2" "210" "10"
## [358,] "0" "1344" "y X-Del Unser" "16.8" "87" "64"
## [359,] "0" "1342" "y X-Jeffrey Leonard" "9.9" "144" "163"
## [360,] "0.005" "1342" "y X-Andre Thornton" "24.2" "253" "48"
## [361,] "0.003" "1342" "y X-Tommy Helms" "8.3" "34" "33"
## [362,] "0" "1336" "y X-Bobby Higginson" "23.1" "187" "91"
## [363,] "0" "1331" "y X-Carlos Guillen" "27.7" "124" "74"
## [364,] "0" "1331" "y X-Alex Johnson" "9.9" "78" "113"
## [365,] "0.431" "1325" "y X-Roger Maris" "38.2" "275" "21"
## [366,] "0.004" "1324" "y X-Dave Henderson" "27.6" "197" "50"
## [367,] "0" "1319" "y X-Orlando Hudson" "30.9" "93" "85"
## [368,] "0.005" "1318" "y X-Smoky Burgess" "33.3" "126" "13"
## [369,] "0.117" "1318" "y X-Terry Moore" "18.9" "80" "82"
## [370,] "0.007" "1318" "y X-Earl Torgeson" "32.9" "149" "133"
## [371,] "0" "1316" "y X-Todd Walker" "10.5" "107" "66"
## [372,] "0.037" "1316" "y X-Mark Belanger" "40.9" "20" "167"
## [373,] "0" "1315" "y X-Joe Pepitone" "9.7" "219" "41"
## [374,] "0.002" "1313" "y X-Cecil Fielder" "17.2" "319" "2"
## [375,] "0.002" "1313" "y X-Terry Kennedy" "21.6" "113" "6"
## [376,] "0.002" "1311" "y X-Ray Knight" "13.3" "84" "14"
## [377,] "0.005" "1307" "y X-Jason Varitek" "24.2" "193" "25"
## [378,] "0" "1302" "y X-Doug Rader" "24.4" "155" "37"
## [379,] "0.002" "1298" "y X-Lenny Dykstra" "42.5" "81" "285"
## [380,] "0.207" "1297" "y X-Tommy Henrich" "35.7" "183" "37"
## [381,] "0.008" "1291" "y X-Gil McDougald" "40.7" "112" "45"
## [382,] "0" "1286" "y X-Richie Sexson" "18" "306" "14"
## [383,] "0.021" "1276" "y X-Del Crandall" "28.6" "179" "26"
## [384,] "0.002" "1273" "y X-Jay Buhner" "23" "310" "6"
## [385,] "0" "1273" "y X-Ken McMullen" "34" "156" "20"
## [386,] "0.002" "1272" "y X-Jacque Jones" "11.6" "165" "82"
## [387,] "0" "1270" "y X-Denis Menke" "28.1" "101" "34"
## [388,] "0" "1254" "y X-Jim Northrup" "22.2" "153" "39"
## [389,] "0.009" "1253" "y X-Hideki Matsui" "21.2" "175" "13"
## [390,] "0.007" "1252" "y X-Davey Johnson" "27.6" "136" "33"
## [391,] "0.005" "1243" "y X-Mickey Stanley" "17.3" "117" "44"
## [392,] "0.028" "1236" "y X-Sandy Alomar" "13.7" "112" "25"
## [393,] "0" "1230" "y X-Horace Clarke" "15.6" "27" "151"
## [394,] "0.007" "1229" "y X-Bill Mueller" "23.9" "85" "20"
## [395,] "0" "1229" "y X-Howard Johnson" "22.2" "228" "231"
## [396,] "0" "1227" "y X-Jim Spencer" "2.8" "146" "11"
## [397,] "0.002" "1226" "y X-Jerry Remy" "14.6" "7" "208"
## [398,] "0.01" "1216" "y X-Hal Morris" "13.4" "76" "45"
## [399,] "0.003" "1216" "y X-Jesus Alou" "0.7" "32" "31"
## [400,] "0.002" "1207" "y X-Walt Weiss" "16.5" "25" "96"
## [401,] "0" "1196" "y X-Cleon Jones" "18.1" "93" "91"
## [402,] "0" "1195" "y X-Oscar Gamble" "22.9" "200" "47"
## [403,] "0" "1188" "y X-Tony Clark" "12.4" "251" "6"
## [404,] "0" "1187" "y X-Robby Thompson" "33.9" "119" "103"
## [405,] "0" "1186" "y X-Casey Blake" "24.9" "167" "36"
## [406,] "0.004" "1173" "y X-Kevin Mitchell" "29.1" "234" "30"
## [407,] "0.002" "1170" "y X-John Kruk" "25.1" "100" "58"
## [408,] "0.794" "1161" "y Roy Campanella" "34.1" "242" "25"
## [409,] "0.006" "1160" "y X-Jim Eisenreich" "13.2" "52" "105"
## [410,] "0" "1153" "y X-Bake McBride" "22.7" "63" "183"
## [411,] "0.02" "1149" "y X-Manny Mota" "17.6" "31" "50"
## [412,] "0" "1146" "y X-Larry Hisle" "25" "166" "128"
## [413,] "0" "1132" "y X-Mickey Tettleton" "29.4" "245" "23"
## [414,] "0" "1131" "y X-Phil Nevin" "15.9" "208" "18"
## [415,] "0" "1127" "y X-Bill Robinson" "7.7" "166" "71"
## [416,] "0" "1127" "y X-Carlos May" "10.5" "90" "85"
## [417,] "0" "1122" "y X-Vic Davalillo" "15.7" "36" "125"
## [418,] "0" "1121" "y X-Bobby Tolan" "10.1" "86" "193"
## [419,] "0.002" "1120" "y X-Bud Harrelson" "20.3" "7" "127"
## [420,] "0.007" "1114" "y X-Bucky Dent" "17.5" "40" "17"
## [421,] "0.003" "1113" "y X-Walt Dropo" "3.1" "152" "5"
## [422,] "0" "1112" "y X-Paul Lo Duca" "17.9" "80" "20"
## [423,] "0" "1106" "y X-Johnny Edwards" "14.8" "81" "15"
## [424,] "0.002" "1093" "y X-Rick Dempsey" "25.1" "96" "20"
## [425,] "0" "1092" "y X-Jerry Grote" "15.1" "39" "15"
## [426,] "0.007" "1087" "y X-Jim Hegan" "3.7" "92" "15"
## [427,] "0.061" "1085" "y X-Charlie Keller" "43.1" "189" "45"
## [428,] "0" "1073" "y X-Greg Gross" "12.5" "7" "39"
## [429,] "0.003" "1068" "y X-Grady Hatton" "17.6" "91" "42"
## [430,] "0.002" "1060" "y X-Gene Tenace" "46.8" "201" "36"
## [431,] "0" "1053" "y X-Ken Berry" "15.3" "58" "45"
## [432,] "0" "1051" "y X-Gorman Thomas" "19.8" "268" "50"
## [433,] "0" "1047" "y X-Bob Horner" "21.9" "218" "14"
## [434,] "0" "1041" "y X-John Briggs" "24" "139" "64"
## [435,] "0.004" "1017" "y X-Aaron Boone" "13.5" "126" "107"
## [436,] "0" "1012" "y X-Freddy Sanchez" "15.9" "48" "13"
## [437,] "0" "1004" "y X-Bill Melton" "18.7" "160" "23"
## [438,] "0.003" "1002" "y X-Jim Hickman" "13.1" "159" "17"
## [439,] "0" "1001" "y X-Scott Brosius" "15.7" "141" "57"
## [440,] "0" "999" "y X-Tommie Agee" "25.4" "130" "167"
## [441,] "0" "999" "y X-Gene Alley" "24.2" "55" "63"
## [442,] "0" "991" "y X-Roy Howell" "10.9" "80" "9"
## [443,] "0" "984" "y X-Rich Dauer" "14.4" "43" "6"
## [444,] "0" "977" "y X-Cesar Geronimo" "12.9" "51" "82"
## [445,] "0" "966" "y X-Gary Disarcina" "11.2" "28" "47"
## [446,] "0" "940" "y X-Charles Johnson" "22.6" "167" "6"
## [447,] "0" "922" "y X-Jose Pagan" "5.7" "52" "46"
## [448,] "0.002" "891" "y X-Darren Daulton" "23" "137" "50"
## [449,] "0.002" "881" "y X-John Lowenstein" "10" "116" "128"
## [450,] "0.002" "881" "y X-Ellis Valentine" "17.1" "123" "59"
## [451,] "0.003" "877" "y X-Billy Martin" "2.9" "64" "34"
## [452,] "0" "869" "y X-Paul Schaal" "14.6" "57" "43"
## [453,] "0" "864" "y X-Rick Reichardt" "14" "116" "40"
## [454,] "0" "855" "y X-John Milner" "12.5" "131" "31"
## [455,] "0.002" "843" "y X-Hal Lanier" "-0.9" "8" "11"
## [456,] "0.002" "833" "y X-Mike Jorgensen" "9.1" "95" "58"
## [457,] "0.005" "816" "y X-Steve Yeager" "17.9" "102" "14"
## [458,] "0" "815" "y X-Bernie Allen" "9.4" "73" "13"
## [459,] "0" "813" "y X-Randy Hundley" "11.6" "82" "12"
## [460,] "0" "803" "y X-Larry Brown" "6.8" "47" "22"
## [461,] "0" "775" "y X-Bob Bailor" "8.9" "9" "90"
## [462,] "0.003" "767" "y X-Sonny Jackson" "1.7" "7" "126"
## [463,] "0.003" "750" "y X-Clint Courtney" "7.2" "38" "3"
## [464,] "0" "748" "y X-Dal Maxvill" "7.7" "6" "7"
## [465,] "0" "719" "y X-Joe Ferguson" "21" "122" "22"
## [466,] "0" "699" "y X-Tony Scott" "4.4" "17" "125"
## [467,] "0" "696" "y X-John Stearns" "19.7" "46" "91"
## [468,] "0" "682" "y X-Art Howe" "13.8" "43" "10"
## [469,] "0" "656" "y X-John Wathan" "5" "21" "105"
## [470,] "0" "627" "y X-Paul Casanova" "1.3" "50" "2"
## [471,] "0" "582" "y X-Gates Brown" "9.9" "84" "30"
## [472,] "0" "580" "y X-Duke Sims" "12.8" "100" "6"
## [473,] "0" "512" "y X-Rich Reese" "2.2" "52" "16"
## [474,] "0" "475" "y X-John Kennedy" "-2.8" "32" "14"
## [475,] "0" "464" "y X-Andy Kosco" "0.6" "73" "5"
## [476,] "0" "458" "y X-Chris Cannizzaro" "6.3" "18" "3"
## [477,] "0" "411" "y X-Jim Gosger" "2.3" "30" "25"
## [478,] "0" "400" "y X-Larry Stahl" "2.3" "36" "22"
## [479,] "0" "379" "y X-Terry Crowley" "2.2" "42" "3"
## [480,] "0" "375" "y X-Jose Morales" "0.1" "26" "0"
## [481,] "0" "370" "y X-Mike Ryan" "-1.2" "28" "4"
## [482,] "0" "357" "y X-Jerry May" "5.3" "15" "1"
## [483,] "0" "350" "y X-Champ Summers" "3" "54" "15"
## [484,] "0" "336" "y X-Phil Gagliano" "2.2" "14" "5"
## [485,] "0" "336" "y X-Jimmy Stewart" "-1.2" "8" "38"
## [486,] "0" "325" "y X-Norm Miller" "1.2" "24" "16"
## [487,] "0" "320" "y X-John Boccabella" "-0.3" "26" "3"
## [488,] "0" "308" "y X-Ivan Murrell" "0.7" "33" "20"
## [489,] "0" "297" "y X-Jeff Torborg" "0.4" "8" "3"
## [490,] "0" "237" "y X-Bob Barton" "1.7" "9" "3"
## [491,] "0" "214" "y X-John Stephenson" "-2.2" "12" "0"
## [492,] "0" "153" "y X-Jim Beauchamp" "-1.5" "14" "6"
## [493,] "0.073" "144" "y X-Don Larsen" "18.2" "14" "0"
## BA OPS
## [1,] "0.305" "0.928"
## [2,] "0.331" "0.976"
## [3,] "0.285" "0.841"
## [4,] "0.306" "0.817"
## [5,] "0.302" "0.941"
## [6,] "0.287" "0.836"
## [7,] "0.276" "0.788"
## [8,] "0.305" "0.857"
## [9,] "0.285" "0.772"
## [10,] "0.338" "0.847"
## [11,] "0.283" "0.827"
## [12,] "0.281" "0.796"
## [13,] "0.279" "0.82"
## [14,] "0.328" "0.822"
## [15,] "0.293" "0.753"
## [16,] "0.288" "0.885"
## [17,] "0.328" "0.858"
## [18,] "0.297" "0.855"
## [19,] "0.294" "0.926"
## [20,] "0.298" "1.051"
## [21,] "0.272" "0.688"
## [22,] "0.289" "0.82"
## [23,] "0.267" "0.723"
## [24,] "0.296" "0.798"
## [25,] "0.284" "0.907"
## [26,] "0.279" "0.806"
## [27,] "0.284" "0.785"
## [28,] "0.286" "0.769"
## [29,] "0.303" "0.795"
## [30,] "0.279" "0.804"
## [31,] "0.303" "0.93"
## [32,] "0.3" "0.814"
## [33,] "0.279" "0.793"
## [34,] "0.289" "0.729"
## [35,] "0.29" "0.81"
## [36,] "0.29" "0.853"
## [37,] "0.292" "0.907"
## [38,] "0.262" "0.653"
## [39,] "0.288" "0.71"
## [40,] "0.344" "1.116"
## [41,] "0.294" "0.81"
## [42,] "0.294" "0.775"
## [43,] "0.283" "0.845"
## [44,] "0.318" "0.931"
## [45,] "0.298" "0.782"
## [46,] "0.262" "0.846"
## [47,] "0.274" "0.83"
## [48,] "0.312" "0.996"
## [49,] "0.308" "0.778"
## [50,] "0.271" "0.775"
## [51,] "0.293" "0.785"
## [52,] "0.271" "0.819"
## [53,] "0.279" "0.747"
## [54,] "0.286" "0.787"
## [55,] "0.284" "0.886"
## [56,] "0.285" "0.785"
## [57,] "0.324" "0.867"
## [58,] "0.301" "0.974"
## [59,] "0.29" "0.855"
## [60,] "0.262" "0.666"
## [61,] "0.298" "0.854"
## [62,] "0.289" "0.724"
## [63,] "0.272" "0.84"
## [64,] "0.303" "0.825"
## [65,] "0.299" "0.794"
## [66,] "0.298" "0.977"
## [67,] "0.273" "0.878"
## [68,] "0.285" "0.795"
## [69,] "0.274" "0.811"
## [70,] "0.29" "0.753"
## [71,] "0.276" "0.789"
## [72,] "0.269" "0.797"
## [73,] "0.297" "0.849"
## [74,] "0.304" "0.774"
## [75,] "0.297" "0.817"
## [76,] "0.295" "0.815"
## [77,] "0.297" "0.858"
## [78,] "0.288" "0.846"
## [79,] "0.276" "0.956"
## [80,] "0.286" "0.741"
## [81,] "0.282" "0.745"
## [82,] "0.267" "0.679"
## [83,] "0.271" "0.885"
## [84,] "0.297" "0.948"
## [85,] "0.318" "0.837"
## [86,] "0.255" "0.741"
## [87,] "0.288" "0.746"
## [88,] "0.285" "0.821"
## [89,] "0.295" "0.729"
## [90,] "0.277" "0.826"
## [91,] "0.272" "0.732"
## [92,] "0.284" "0.774"
## [93,] "0.259" "0.653"
## [94,] "0.312" "0.933"
## [95,] "0.295" "0.863"
## [96,] "0.267" "0.908"
## [97,] "0.282" "0.889"
## [98,] "0.248" "0.75"
## [99,] "0.248" "0.792"
## [100,] "0.27" "0.889"
## [101,] "0.276" "0.724"
## [102,] "0.285" "0.702"
## [103,] "0.288" "0.744"
## [104,] "0.298" "0.803"
## [105,] "0.26" "0.62"
## [106,] "0.259" "0.771"
## [107,] "0.296" "0.821"
## [108,] "0.303" "0.88"
## [109,] "0.269" "0.743"
## [110,] "0.313" "0.965"
## [111,] "0.309" "0.871"
## [112,] "0.307" "0.83"
## [113,] "0.268" "0.765"
## [114,] "0.285" "0.83"
## [115,] "0.296" "0.79"
## [116,] "0.287" "0.81"
## [117,] "0.286" "0.696"
## [118,] "0.291" "0.779"
## [119,] "0.26" "0.777"
## [120,] "0.303" "0.885"
## [121,] "0.281" "0.661"
## [122,] "0.308" "0.922"
## [123,] "0.294" "0.733"
## [124,] "0.295" "0.919"
## [125,] "0.265" "0.815"
## [126,] "0.279" "0.749"
## [127,] "0.291" "0.874"
## [128,] "0.288" "0.833"
## [129,] "0.318" "0.859"
## [130,] "0.286" "0.761"
## [131,] "0.267" "0.796"
## [132,] "0.271" "0.673"
## [133,] "0.262" "0.773"
## [134,] "0.303" "0.765"
## [135,] "0.29" "0.805"
## [136,] "0.289" "0.744"
## [137,] "0.285" "0.79"
## [138,] "0.256" "0.884"
## [139,] "0.257" "0.732"
## [140,] "0.281" "0.855"
## [141,] "0.29" "0.753"
## [142,] "0.306" "0.82"
## [143,] "0.284" "0.812"
## [144,] "0.289" "0.802"
## [145,] "0.272" "0.707"
## [146,] "0.277" "0.788"
## [147,] "0.267" "0.817"
## [148,] "0.288" "0.823"
## [149,] "0.289" "0.725"
## [150,] "0.28" "0.929"
## [151,] "0.267" "0.772"
## [152,] "0.282" "0.824"
## [153,] "0.266" "0.763"
## [154,] "0.277" "0.768"
## [155,] "0.287" "0.855"
## [156,] "0.26" "0.667"
## [157,] "0.281" "0.802"
## [158,] "0.279" "0.829"
## [159,] "0.305" "0.807"
## [160,] "0.261" "0.673"
## [161,] "0.255" "0.675"
## [162,] "0.265" "0.769"
## [163,] "0.283" "0.85"
## [164,] "0.273" "0.789"
## [165,] "0.268" "0.767"
## [166,] "0.268" "0.767"
## [167,] "0.285" "0.789"
## [168,] "0.278" "0.779"
## [169,] "0.278" "0.775"
## [170,] "0.265" "0.759"
## [171,] "0.298" "0.848"
## [172,] "0.283" "0.845"
## [173,] "0.281" "0.859"
## [174,] "0.264" "0.76"
## [175,] "0.284" "0.903"
## [176,] "0.281" "0.692"
## [177,] "0.295" "0.904"
## [178,] "0.263" "0.739"
## [179,] "0.254" "0.823"
## [180,] "0.252" "0.626"
## [181,] "0.263" "0.648"
## [182,] "0.271" "0.815"
## [183,] "0.274" "0.818"
## [184,] "0.273" "0.846"
## [185,] "0.304" "0.83"
## [186,] "0.275" "0.728"
## [187,] "0.266" "0.768"
## [188,] "0.266" "0.768"
## [189,] "0.299" "0.813"
## [190,] "0.299" "0.835"
## [191,] "0.258" "0.679"
## [192,] "0.291" "0.902"
## [193,] "0.27" "0.707"
## [194,] "0.29" "0.719"
## [195,] "0.268" "0.824"
## [196,] "0.267" "0.806"
## [197,] "0.276" "0.797"
## [198,] "0.278" "0.745"
## [199,] "0.266" "0.867"
## [200,] "0.273" "0.797"
## [201,] "0.261" "0.799"
## [202,] "0.277" "0.802"
## [203,] "0.293" "0.732"
## [204,] "0.292" "0.912"
## [205,] "0.289" "0.783"
## [206,] "0.254" "0.661"
## [207,] "0.266" "0.794"
## [208,] "0.263" "0.722"
## [209,] "0.267" "0.854"
## [210,] "0.295" "0.811"
## [211,] "0.271" "0.862"
## [212,] "0.271" "0.764"
## [213,] "0.285" "0.733"
## [214,] "0.285" "0.799"
## [215,] "0.276" "0.84"
## [216,] "0.306" "0.818"
## [217,] "0.254" "0.76"
## [218,] "0.263" "0.757"
## [219,] "0.252" "0.753"
## [220,] "0.274" "0.826"
## [221,] "0.295" "0.795"
## [222,] "0.307" "0.726"
## [223,] "0.274" "0.779"
## [224,] "0.266" "0.822"
## [225,] "0.266" "0.767"
## [226,] "0.273" "0.851"
## [227,] "0.298" "0.85"
## [228,] "0.264" "0.626"
## [229,] "0.284" "0.759"
## [230,] "0.246" "0.676"
## [231,] "0.264" "0.773"
## [232,] "0.282" "0.848"
## [233,] "0.313" "0.882"
## [234,] "0.283" "0.749"
## [235,] "0.266" "0.848"
## [236,] "0.295" "0.933"
## [237,] "0.265" "0.736"
## [238,] "0.257" "0.679"
## [239,] "0.268" "0.779"
## [240,] "0.284" "0.725"
## [241,] "0.299" "0.781"
## [242,] "0.272" "0.794"
## [243,] "0.286" "0.806"
## [244,] "0.287" "0.81"
## [245,] "0.291" "0.741"
## [246,] "0.27" "0.794"
## [247,] "0.267" "0.829"
## [248,] "0.278" "0.785"
## [249,] "0.249" "0.782"
## [250,] "0.278" "0.806"
## [251,] "0.282" "0.743"
## [252,] "0.276" "0.79"
## [253,] "0.277" "0.833"
## [254,] "0.26" "0.673"
## [255,] "0.299" "0.833"
## [256,] "0.282" "0.884"
## [257,] "0.263" "0.737"
## [258,] "0.267" "0.83"
## [259,] "0.25" "0.802"
## [260,] "0.273" "0.848"
## [261,] "0.256" "0.787"
## [262,] "0.295" "0.724"
## [263,] "0.263" "0.643"
## [264,] "0.256" "0.803"
## [265,] "0.273" "0.72"
## [266,] "0.243" "0.635"
## [267,] "0.263" "0.982"
## [268,] "0.261" "0.734"
## [269,] "0.279" "0.805"
## [270,] "0.264" "0.804"
## [271,] "0.3" "0.85"
## [272,] "0.279" "0.665"
## [273,] "0.273" "0.786"
## [274,] "0.29" "0.787"
## [275,] "0.257" "0.717"
## [276,] "0.269" "0.717"
## [277,] "0.275" "0.729"
## [278,] "0.296" "0.796"
## [279,] "0.269" "0.712"
## [280,] "0.267" "0.696"
## [281,] "0.26" "0.711"
## [282,] "0.289" "0.765"
## [283,] "0.262" "0.752"
## [284,] "0.273" "0.815"
## [285,] "0.273" "0.706"
## [286,] "0.291" "0.754"
## [287,] "0.251" "0.669"
## [288,] "0.259" "0.735"
## [289,] "0.275" "0.762"
## [290,] "0.279" "0.878"
## [291,] "0.283" "0.692"
## [292,] "0.279" "0.87"
## [293,] "0.257" "0.75"
## [294,] "0.274" "0.792"
## [295,] "0.263" "0.66"
## [296,] "0.272" "0.84"
## [297,] "0.292" "0.756"
## [298,] "0.268" "0.815"
## [299,] "0.261" "0.663"
## [300,] "0.278" "0.703"
## [301,] "0.245" "0.695"
## [302,] "0.297" "0.851"
## [303,] "0.302" "0.814"
## [304,] "0.247" "0.746"
## [305,] "0.268" "0.822"
## [306,] "0.287" "0.828"
## [307,] "0.284" "0.799"
## [308,] "0.283" "0.876"
## [309,] "0.25" "0.684"
## [310,] "0.268" "0.784"
## [311,] "0.259" "0.774"
## [312,] "0.277" "0.781"
## [313,] "0.29" "0.724"
## [314,] "0.271" "0.725"
## [315,] "0.296" "0.724"
## [316,] "0.248" "0.674"
## [317,] "0.288" "0.791"
## [318,] "0.278" "0.84"
## [319,] "0.287" "0.818"
## [320,] "0.242" "0.807"
## [321,] "0.283" "0.663"
## [322,] "0.274" "0.749"
## [323,] "0.264" "0.738"
## [324,] "0.279" "0.829"
## [325,] "0.279" "0.829"
## [326,] "0.282" "0.788"
## [327,] "0.271" "0.746"
## [328,] "0.279" "0.946"
## [329,] "0.263" "0.668"
## [330,] "0.253" "0.826"
## [331,] "0.244" "0.731"
## [332,] "0.261" "0.795"
## [333,] "0.278" "0.873"
## [334,] "0.266" "0.634"
## [335,] "0.269" "0.841"
## [336,] "0.273" "0.715"
## [337,] "0.264" "0.668"
## [338,] "0.281" "0.721"
## [339,] "0.282" "0.79"
## [340,] "0.261" "0.693"
## [341,] "0.28" "0.701"
## [342,] "0.291" "0.802"
## [343,] "0.259" "0.862"
## [344,] "0.273" "0.689"
## [345,] "0.303" "0.831"
## [346,] "0.289" "0.817"
## [347,] "0.242" "0.67"
## [348,] "0.253" "0.834"
## [349,] "0.27" "0.658"
## [350,] "0.253" "0.799"
## [351,] "0.254" "0.847"
## [352,] "0.247" "0.763"
## [353,] "0.262" "0.832"
## [354,] "0.273" "0.864"
## [355,] "0.28" "0.737"
## [356,] "0.273" "0.673"
## [357,] "0.251" "0.752"
## [358,] "0.258" "0.677"
## [359,] "0.266" "0.723"
## [360,] "0.254" "0.811"
## [361,] "0.269" "0.642"
## [362,] "0.272" "0.813"
## [363,] "0.285" "0.798"
## [364,] "0.288" "0.718"
## [365,] "0.26" "0.822"
## [366,] "0.258" "0.756"
## [367,] "0.273" "0.752"
## [368,] "0.295" "0.807"
## [369,] "0.28" "0.739"
## [370,] "0.265" "0.802"
## [371,] "0.289" "0.783"
## [372,] "0.228" "0.58"
## [373,] "0.258" "0.733"
## [374,] "0.255" "0.827"
## [375,] "0.264" "0.699"
## [376,] "0.271" "0.711"
## [377,] "0.256" "0.776"
## [378,] "0.251" "0.725"
## [379,] "0.285" "0.793"
## [380,] "0.282" "0.873"
## [381,] "0.276" "0.766"
## [382,] "0.261" "0.851"
## [383,] "0.254" "0.716"
## [384,] "0.254" "0.852"
## [385,] "0.248" "0.699"
## [386,] "0.277" "0.775"
## [387,] "0.25" "0.713"
## [388,] "0.267" "0.763"
## [389,] "0.282" "0.822"
## [390,] "0.261" "0.744"
## [391,] "0.248" "0.675"
## [392,] "0.273" "0.716"
## [393,] "0.256" "0.621"
## [394,] "0.291" "0.797"
## [395,] "0.249" "0.786"
## [396,] "0.25" "0.694"
## [397,] "0.275" "0.656"
## [398,] "0.304" "0.794"
## [399,] "0.28" "0.658"
## [400,] "0.258" "0.677"
## [401,] "0.281" "0.744"
## [402,] "0.265" "0.811"
## [403,] "0.262" "0.824"
## [404,] "0.257" "0.733"
## [405,] "0.264" "0.778"
## [406,] "0.284" "0.88"
## [407,] "0.3" "0.842"
## [408,] "0.276" "0.86"
## [409,] "0.29" "0.746"
## [410,] "0.299" "0.765"
## [411,] "0.304" "0.744"
## [412,] "0.273" "0.799"
## [413,] "0.241" "0.818"
## [414,] "0.27" "0.814"
## [415,] "0.258" "0.738"
## [416,] "0.274" "0.749"
## [417,] "0.279" "0.68"
## [418,] "0.265" "0.696"
## [419,] "0.236" "0.616"
## [420,] "0.247" "0.618"
## [421,] "0.27" "0.757"
## [422,] "0.286" "0.746"
## [423,] "0.242" "0.664"
## [424,] "0.233" "0.666"
## [425,] "0.252" "0.642"
## [426,] "0.228" "0.639"
## [427,] "0.286" "0.928"
## [428,] "0.287" "0.723"
## [429,] "0.254" "0.728"
## [430,] "0.241" "0.817"
## [431,] "0.255" "0.652"
## [432,] "0.225" "0.772"
## [433,] "0.277" "0.839"
## [434,] "0.253" "0.771"
## [435,] "0.263" "0.751"
## [436,] "0.297" "0.748"
## [437,] "0.253" "0.756"
## [438,] "0.252" "0.76"
## [439,] "0.257" "0.744"
## [440,] "0.255" "0.732"
## [441,] "0.254" "0.665"
## [442,] "0.261" "0.71"
## [443,] "0.257" "0.653"
## [444,] "0.258" "0.693"
## [445,] "0.258" "0.633"
## [446,] "0.245" "0.762"
## [447,] "0.25" "0.641"
## [448,] "0.245" "0.784"
## [449,] "0.253" "0.741"
## [450,] "0.278" "0.773"
## [451,] "0.257" "0.669"
## [452,] "0.244" "0.686"
## [453,] "0.261" "0.74"
## [454,] "0.249" "0.757"
## [455,] "0.228" "0.529"
## [456,] "0.243" "0.72"
## [457,] "0.228" "0.653"
## [458,] "0.239" "0.671"
## [459,] "0.236" "0.642"
## [460,] "0.233" "0.612"
## [461,] "0.264" "0.636"
## [462,] "0.251" "0.611"
## [463,] "0.268" "0.705"
## [464,] "0.217" "0.552"
## [465,] "0.24" "0.767"
## [466,] "0.249" "0.625"
## [467,] "0.26" "0.717"
## [468,] "0.26" "0.708"
## [469,] "0.262" "0.661"
## [470,] "0.225" "0.571"
## [471,] "0.257" "0.75"
## [472,] "0.239" "0.741"
## [473,] "0.253" "0.695"
## [474,] "0.225" "0.604"
## [475,] "0.236" "0.667"
## [476,] "0.235" "0.628"
## [477,] "0.226" "0.64"
## [478,] "0.232" "0.643"
## [479,] "0.25" "0.72"
## [480,] "0.287" "0.741"
## [481,] "0.193" "0.532"
## [482,] "0.234" "0.625"
## [483,] "0.255" "0.776"
## [484,] "0.238" "0.629"
## [485,] "0.237" "0.611"
## [486,] "0.238" "0.678"
## [487,] "0.219" "0.584"
## [488,] "0.236" "0.631"
## [489,] "0.214" "0.533"
## [490,] "0.226" "0.574"
## [491,] "0.216" "0.567"
## [492,] "0.231" "0.622"
## [493,] "0.242" "0.662"
colnames(z) <- c("vote", "H","Name")
z
## vote H Name NA NA NA NA NA
## 1 0.978 3771 y Hank Aaron 143 755 240 0.305 0.928
## 2 0.932 3630 y Stan Musial 128.2 475 78 0.331 0.976
## 3 0.946 3419 y Carl Yastrzemski 96.4 452 168 0.285 0.841
## 4 0.852 3319 y Paul Molitor 75.7 234 504 0.306 0.817
## 5 0.947 3283 y Willie Mays 156.4 660 338 0.302 0.941
## 6 0.853 3255 y Eddie Murray 68.7 504 110 0.287 0.836
## 7 0.985 3184 y Cal Ripken Jr. 95.9 431 36 0.276 0.788
## 8 0.982 3154 y George Brett 88.7 317 201 0.305 0.857
## 9 0.775 3142 y Robin Yount 77.3 251 271 0.285 0.772
## 10 0.976 3141 y Tony Gwynn 69.2 135 319 0.338 0.847
## 11 0.845 3110 y Dave Winfield 64.2 465 223 0.283 0.827
## 12 0.827 3060 y Craig Biggio 65.5 291 414 0.281 0.796
## 13 0.948 3055 y Rickey Henderson 111.2 297 1406 0.279 0.82
## 14 0.905 3053 y Rod Carew 81.3 92 353 0.328 0.822
## 15 0.797 3023 y Lou Brock 45.3 149 938 0.293 0.753
## 16 0.044 3020 y X-Rafael Palmeiro 71.9 569 97 0.288 0.885
## 17 0.919 3010 y Wade Boggs 91.4 118 24 0.328 0.858
## 18 0.883 3007 y Al Kaline 92.8 399 137 0.297 0.855
## 19 0.892 2943 y Frank Robinson 107.3 586 204 0.294 0.926
## 20 0.564 2935 y Barry Bonds 162.8 762 514 0.298 1.051
## 21 0.37 2877 y Omar Vizquel 45.6 80 404 0.272 0.688
## 22 0.048 2866 y X-Harold Baines 38.7 384 34 0.289 0.82
## 23 0.92 2848 y Brooks Robinson 78.4 268 28 0.267 0.723
## 24 0.76 2844 y Ivan Rodriguez 68.7 311 127 0.296 0.798
## 25 0.993 2781 y Ken Griffey Jr. 83.8 630 184 0.284 0.907
## 26 0.779 2774 y Andre Dawson 64.8 438 314 0.279 0.806
## 27 0.019 2769 y X-Johnny Damon 56.4 235 408 0.284 0.785
## 28 0.109 2757 y X-Vada Pinson 54.3 256 305 0.286 0.769
## 29 0.043 2743 y X-Al Oliver 43.7 219 84 0.303 0.795
## 30 0.772 2732 y Tony Perez 54 379 49 0.279 0.804
## 31 0.972 2726 y Chipper Jones 85.2 468 150 0.303 0.93
## 32 0.9 2724 y Roberto Alomar 67.1 210 474 0.3 0.814
## 33 0.038 2716 y X-Rusty Staub 45.8 292 47 0.279 0.793
## 34 0.021 2715 y X-Bill Buckner 15.1 174 183 0.289 0.729
## 35 0.153 2712 y X-Dave Parker 40.1 339 154 0.29 0.81
## 36 0.857 2711 y Billy Williams 63.7 426 90 0.29 0.853
## 37 0.111 2689 y Gary Sheffield 60.5 509 253 0.292 0.907
## 38 0.846 2677 y Luis Aparicio 55.8 83 506 0.262 0.653
## 39 0.747 2663 y X-Nellie Fox HOF 49 35 76 0.288 0.71
## 40 0.934 2654 y Ted Williams 123.1 521 24 0.344 1.116
## 41 0.86 2605 y Tim Raines 69.4 170 808 0.294 0.81
## 42 0.211 2599 y X-Steve Garvey 38.1 272 83 0.294 0.775
## 43 0.009 2591 y X-Luis Gonzalez 51.8 354 128 0.283 0.845
## 44 0.929 2590 y Vladimir Guerrero 59.4 449 181 0.318 0.931
## 45 0.011 2586 y X-Julio Franco 43.5 173 281 0.298 0.782
## 46 0.936 2584 y Reggie Jackson 74 563 228 0.262 0.846
## 47 0.838 2583 y Ernie Banks 67.5 512 50 0.274 0.83
## 48 0.22 2574 y Manny Ramirez 69.4 555 38 0.312 0.996
## 49 0.304 2574 y X-Richie Ashburn HOF 63.9 29 234 0.308 0.778
## 50 0.007 2548 y X-Steve Finley 44.3 304 320 0.271 0.775
## 51 0.002 2529 y X-Garret Anderson 25.7 287 80 0.293 0.785
## 52 0.818 2517 y Joe Morgan 100.6 268 689 0.271 0.819
## 53 0.017 2514 y X-Buddy Bell 66.3 201 55 0.279 0.747
## 54 0.249 2495 y X-Mickey Vernon 34.5 172 137 0.286 0.787
## 55 0.232 2490 y Fred McGriff 52.6 493 72 0.284 0.886
## 56 0.037 2472 y X-Ted Simmons 50.3 248 21 0.285 0.785
## 57 0.848 2471 y Joe Medwick 55.6 205 42 0.324 0.867
## 58 0.837 2468 y Frank Thomas 73.9 521 32 0.301 0.974
## 59 0.145 2461 y Jeff Kent 55.4 377 94 0.29 0.855
## 60 0.917 2460 y Ozzie Smith 76.9 28 580 0.262 0.666
## 61 0.764 2452 y Jim Rice 47.7 382 58 0.298 0.854
## 62 0.39 2449 y X-Red Schoendienst HOF 42.3 84 89 0.289 0.724
## 63 0.036 2446 y X-Dwight Evans 67.1 385 78 0.272 0.84
## 64 0.041 2445 y X-Mark Grace 46.4 173 70 0.303 0.825
## 65 0.032 2428 y X-Kenny Lofton 68.3 130 622 0.299 0.794
## 66 0.882 2415 y Mickey Mantle 110.3 536 153 0.298 0.977
## 67 0.078 2408 y Sammy Sosa 58.6 609 234 0.273 0.878
## 68 0.762 2386 y Ryne Sandberg 68 282 344 0.285 0.795
## 69 0.006 2380 y X-Chili Davis 38.2 350 142 0.274 0.811
## 70 0.004 2375 y X-Brett Butler 49.7 54 558 0.29 0.753
## 71 0.029 2369 y X-Lou Whitaker 75.1 244 143 0.276 0.789
## 72 0.796 2356 y Carlton Fisk 68.5 376 128 0.269 0.797
## 73 0.735 2351 y X-Orlando Cepeda HOF 50.2 379 142 0.297 0.849
## 74 0.202 2345 y X-Billy Herman HOF 54.8 47 67 0.304 0.774
## 75 0.222 2342 y X-Joe Torre HOF 57.6 252 23 0.297 0.817
## 76 0.864 2340 y Barry Larkin 70.4 198 379 0.295 0.815
## 77 0.033 2336 y X-Bernie Williams 49.6 287 147 0.297 0.858
## 78 0.041 2333 y X-Andres Galarraga 31.7 399 128 0.288 0.846
## 79 0.898 2328 y Jim Thome 72.9 612 19 0.276 0.956
## 80 0.005 2327 y X-Edgar Renteria 32.3 140 294 0.286 0.741
## 81 0.003 2326 y X-B.J. Surhoff 34.4 188 141 0.282 0.745
## 82 0.162 2326 y X-Dave Concepcion 40.1 101 321 0.267 0.679
## 83 0.794 2315 y Eddie Mathews 96.6 512 68 0.271 0.885
## 84 0.862 2314 y Jeff Bagwell 79.9 449 202 0.297 0.948
## 85 0.821 2304 y Kirby Puckett 51.1 207 134 0.318 0.837
## 86 0.008 2280 y X-Gary Gaetti 42.1 360 96 0.255 0.741
## 87 0.007 2276 y X-Tony Fernandez 45.3 94 246 0.288 0.746
## 88 0.002 2273 y X-Carlos Lee 28.3 358 125 0.285 0.821
## 89 0.023 2254 y X-Willie McGee 34.2 79 352 0.295 0.729
## 90 0.431 2254 y X-Ron Santo HOF 70.5 342 35 0.277 0.826
## 91 0.007 2251 y X-Marquis Grissom 29.6 227 429 0.272 0.732
## 92 0.004 2251 y X-Jose Cruz 54.4 165 317 0.284 0.774
## 93 0.031 2249 y X-Bert Campaneris 53.1 79 649 0.259 0.653
## 94 0.704 2247 y Edgar Martinez 68.4 309 49 0.312 0.933
## 95 0.007 2239 y X-John Olerud 58.2 255 11 0.295 0.863
## 96 0.965 2234 y Mike Schmidt 106.8 548 174 0.267 0.908
## 97 0.824 2232 y Willie Stargell 57.5 475 17 0.282 0.889
## 98 0.047 2225 y X-Graig Nettles 68 390 32 0.248 0.75
## 99 0.017 2223 y X-Darrell Evans 58.8 414 98 0.248 0.792
## 100 0.814 2211 y Willie McCovey 64.5 521 26 0.27 0.889
## 101 0.011 2210 y X-Willie Randolph 65.9 54 271 0.276 0.724
## 102 0.02 2207 y X-Willie Wilson 46.1 41 668 0.285 0.702
## 103 0.005 2195 y X-Jason Kendall 41.7 75 189 0.288 0.744
## 104 0 2192 y X-Cecil Cooper 36 241 89 0.298 0.803
## 105 0.025 2191 y X-Larry Bowa 22.8 15 318 0.26 0.62
## 106 0.038 2184 y X-Joe Carter 19.6 396 231 0.259 0.771
## 107 0.043 2182 y X-Keith Hernandez 60.4 162 98 0.296 0.821
## 108 0.044 2176 y X-Will Clark 56.5 284 67 0.303 0.88
## 109 0.446 2170 y X-Pee Wee Reese HOF 66.3 126 232 0.269 0.743
## 110 0.341 2160 y Larry Walker 72.7 383 230 0.313 0.965
## 111 0.007 2156 y X-Magglio Ordonez 38.7 294 94 0.309 0.871
## 112 0.091 2153 y X-Don Mattingly 42.4 222 14 0.307 0.83
## 113 0 2152 y X-Ruben Sierra 16.8 306 142 0.268 0.765
## 114 0.856 2150 y Yogi Berra 59.4 358 30 0.285 0.83
## 115 0.047 2143 y X-Ken Griffey 34.5 152 200 0.296 0.79
## 116 0.118 2143 y X-Ken Boyer 62.8 282 105 0.287 0.81
## 117 0.008 2138 y X-Dick Groat 36.7 39 14 0.286 0.696
## 118 0.019 2138 y X-Wally Moses 33 89 174 0.291 0.779
## 119 0.026 2135 y X-Don Baylor 28.5 338 285 0.26 0.777
## 120 0.011 2134 y X-Moises Alou 39.9 332 106 0.303 0.885
## 121 0.256 2134 y X-Maury Wills 39.7 20 586 0.281 0.661
## 122 0.83 2127 y Mike Piazza 59.6 427 17 0.308 0.922
## 123 0.012 2121 y X-Tommy Davis 20.4 153 136 0.294 0.733
## 124 0.865 2116 y Duke Snider 66.3 407 99 0.295 0.919
## 125 0.186 2111 y X-Dale Murphy 46.5 398 161 0.265 0.815
## 126 0 2109 y X-Chris Chambliss 27.5 185 40 0.279 0.749
## 127 0.004 2107 y X-Ellis Burks 49.8 352 181 0.291 0.874
## 128 0.022 2105 y X-Paul O'Neill 38.9 281 141 0.288 0.833
## 129 0.29 2103 y X-Arky Vaughan HOF 72.9 96 118 0.318 0.859
## 130 0.008 2101 y X-Felipe Alou 42.2 206 107 0.286 0.761
## 131 0.004 2099 y X-Brian Downing 51.5 275 50 0.267 0.796
## 132 0.004 2096 y X-Garry Templeton 27.9 70 242 0.271 0.673
## 133 0.78 2092 y Gary Carter 70.1 324 39 0.262 0.773
## 134 0.226 2092 y X-Harvey Kuenn 26 87 68 0.303 0.765
## 135 0 2091 y X-Hal McRae 27.9 191 109 0.29 0.805
## 136 0.112 2089 y X-Al Dark 43.2 126 59 0.289 0.744
## 137 0.005 2087 y X-Cesar Cedeno 52.8 199 550 0.285 0.79
## 138 0.831 2086 y Harmon Killebrew 60.4 573 19 0.256 0.884
## 139 0.002 2085 y X-Tim Wallach 38.5 260 51 0.257 0.732
## 140 0.102 2077 y Scott Rolen 70.2 316 118 0.281 0.855
## 141 0.006 2074 y X-Carney Lansford 40.4 151 224 0.29 0.753
## 142 0.026 2064 y X-Dixie Walker 42.7 105 59 0.306 0.82
## 143 0.007 2063 y X-Del Ennis 31.1 288 45 0.284 0.812
## 144 0 2060 y X-Wally Joyner 35.8 204 60 0.289 0.802
## 145 0 2055 y X-Orlando Cabrera 21.4 123 216 0.272 0.707
## 146 0 2054 y X-Ray Durham 33.8 192 273 0.277 0.788
## 147 0.964 2048 y Johnny Bench 75.2 389 68 0.267 0.817
## 148 0.217 2042 y X-Bobby Doerr HOF 51.2 223 54 0.288 0.823
## 149 0 2040 y X-Mark Grudzielanek 26.5 90 133 0.289 0.725
## 150 0.038 2038 y X-Carlos Delgado 44.4 473 14 0.28 0.929
## 151 0.007 2031 y X-Lee May 27.2 354 39 0.267 0.772
## 152 0 2029 y X-Ken Singleton 41.8 246 21 0.282 0.824
## 153 0.002 2023 y X-Tony Phillips 50.9 160 177 0.266 0.763
## 154 0 2020 y X-Amos Otis 42.8 193 341 0.277 0.768
## 155 0.007 2020 y X-Reggie Smith 64.6 314 137 0.287 0.855
## 156 0.423 2016 y X-Bill Mazeroski HOF 36.5 138 27 0.26 0.667
## 157 0 2011 y X-Gary Matthews 30.4 234 183 0.281 0.802
## 158 0.004 2010 y X-Bobby Bonilla 30.3 287 45 0.279 0.829
## 159 0.045 2008 y X-Bill Madlock 38.2 163 174 0.305 0.807
## 160 0 2007 y X-Tony Taylor 23.4 75 234 0.261 0.673
## 161 0.038 2006 y X-Frank White 34.8 160 178 0.255 0.675
## 162 0 2004 y X-Todd Zeile 19.5 253 53 0.265 0.769
## 163 0.004 2003 y X-Shawn Green 34.7 328 162 0.283 0.85
## 164 0.009 1993 y X-Willie Horton 26.4 325 20 0.273 0.789
## 165 0.002 1992 y X-George Scott 36.5 271 69 0.268 0.767
## 166 0 1992 y George Scott 36.5 271 69 0.268 0.767
## 167 0 1982 y X-Jeff Conine 19.5 214 54 0.285 0.789
## 168 0.009 1981 y X-Dusty Baker 37 242 137 0.278 0.779
## 169 0 1980 y X-George Hendrick 29.1 267 59 0.278 0.775
## 170 0.004 1963 y X-Jay Bell 37.2 195 91 0.265 0.759
## 171 0.147 1963 y X-Minnie Minoso 50.5 186 205 0.298 0.848
## 172 0.047 1960 y X-Fred Lynn 50.2 306 72 0.283 0.845
## 173 0 1959 y X-Derrek Lee 34.6 331 104 0.281 0.859
## 174 0.002 1954 y X-Toby Harrah 51.4 195 238 0.264 0.76
## 175 0.025 1949 y X-Jim Edmonds 60.4 393 67 0.284 0.903
## 176 0.004 1949 y X-Steve Sax 25.7 54 444 0.281 0.692
## 177 0.04 1936 y X-Juan Gonzalez 38.7 434 26 0.295 0.904
## 178 0 1934 y X-Devon White 47.3 208 346 0.263 0.739
## 179 0.073 1933 y Andruw Jones 62.8 434 152 0.254 0.823
## 180 0.005 1931 y X-Don Kessinger 9 14 100 0.252 0.626
## 181 0.007 1926 y X-Bill Russell 31.3 46 167 0.263 0.648
## 182 0.01 1925 y X-Tino Martinez 29 339 27 0.271 0.815
## 183 0.041 1925 y X-George Foster 44.2 348 51 0.274 0.818
## 184 0.634 1921 y X-Gil Hodges 44.9 370 63 0.273 0.846
## 185 0.362 1917 y X-Tony Oliva 43.1 220 86 0.304 0.83
## 186 0.002 1913 y X-Jose Cardenal 20.7 138 329 0.275 0.728
## 187 0.008 1913 y X-Ron Fairly 35.1 215 35 0.266 0.768
## 188 0 1913 y Ron Fairly 35.1 215 35 0.266 0.768
## 189 0.005 1910 y X-Carl Furillo 35.1 192 48 0.299 0.813
## 190 0.006 1906 y X-Dante Bichette 5.7 274 152 0.299 0.835
## 191 0 1904 y X-Royce Clayton 19.6 110 231 0.258 0.679
## 192 0 1897 y X-Brian Giles 51.1 287 109 0.291 0.902
## 193 0.002 1897 y X-Terry Pendleton 28.5 140 127 0.27 0.707
## 194 0 1889 y X-Luis Castillo 29.1 28 370 0.29 0.719
## 195 0.042 1886 y X-Bobby Bonds 57.9 332 461 0.268 0.824
## 196 0.013 1885 y X-Robin Ventura 56.1 294 24 0.267 0.806
## 197 0.01 1884 y X-Vinny Castilla 19.4 320 33 0.276 0.797
## 198 0 1884 y X-Claudell Washington 19.6 164 312 0.278 0.745
## 199 0.011 1877 y X-Jose Canseco 42.5 462 200 0.266 0.867
## 200 0.002 1875 y X-Chet Lemon 55.6 215 58 0.273 0.797
## 201 0.019 1868 y X-Ron Cey 53.8 316 24 0.261 0.799
## 202 0.007 1862 y X-Bobby Murcer 32.1 252 127 0.277 0.802
## 203 0.151 1861 y X-Curt Flood 41.9 85 88 0.293 0.732
## 204 0.167 1848 y X-Dick Allen 58.7 351 133 0.292 0.912
## 205 0.002 1839 y X-Chuck Knoblauch 44.8 98 407 0.289 0.783
## 206 0.042 1838 y X-Bob Boone 27.4 105 38 0.254 0.661
## 207 0.026 1833 y X-Bobby Grich 71.1 224 104 0.266 0.794
## 208 0.002 1830 y X-Benito Santiago 27.3 217 91 0.263 0.722
## 209 0.015 1826 y X-Jack Clark 53.1 340 77 0.267 0.854
## 210 0.007 1826 y X-Bob Watson 28.4 184 27 0.295 0.811
## 211 0.016 1820 y X-Norm Cash 52 377 43 0.271 0.862
## 212 0 1803 y X-Roy White 46.8 160 233 0.271 0.764
## 213 0 1802 y X-Garry Maddox 36.8 117 248 0.285 0.733
## 214 0.003 1796 y X-Andy Pafko 36.8 213 38 0.285 0.799
## 215 0.002 1795 y X-Greg Luzinski 26.3 307 37 0.276 0.84
## 216 0.147 1792 y X-Ernie Lombardi HOF 45.9 190 8 0.306 0.818
## 217 0.007 1790 y X-Sal Bando 61.5 242 75 0.254 0.76
## 218 0.004 1789 y X-Larry Parrish 15.7 256 30 0.263 0.757
## 219 0.017 1782 y X-Lance Parrish 39.5 324 28 0.252 0.753
## 220 0 1779 y X-Jermaine Dye 20.3 325 46 0.274 0.826
## 221 0.773 1779 y Lou Boudreau 63 68 51 0.295 0.795
## 222 0.013 1777 y X-Matty Alou 23 31 156 0.307 0.726
## 223 0.004 1776 y X-Travis Fryman 34.4 223 72 0.274 0.779
## 224 0.013 1776 y X-Boog Powell 39 339 20 0.266 0.822
## 225 0.002 1775 y X-Bret Boone 22.8 252 94 0.266 0.767
## 226 0.014 1774 y X-Frank Howard 37.6 382 8 0.273 0.851
## 227 0.14 1766 y X-Ted Kluszewski 32.4 279 20 0.298 0.85
## 228 0.01 1764 y X-Ozzie Guillen 20.9 28 169 0.264 0.626
## 229 0 1759 y X-Randy Winn 27.6 110 215 0.284 0.759
## 230 0.002 1759 y X-Chris Speier 30.6 112 42 0.246 0.676
## 231 0.002 1757 y X-Johnny Callison 38.5 226 74 0.264 0.773
## 232 0.01 1749 y X-Kent Hrbek 38.6 293 37 0.282 0.848
## 233 0.018 1747 y X-Nomar Garciaparra 44.2 229 95 0.313 0.882
## 234 0.002 1731 y X-Eric Young 18.8 79 465 0.283 0.749
## 235 0.003 1730 y X-Rocky Colavito 44.5 374 19 0.266 0.848
## 236 0.035 1726 y X-Albert Belle 40.1 381 88 0.295 0.933
## 237 0.01 1726 y X-Jim Fregosi 48.7 151 76 0.265 0.736
## 238 0.002 1725 y X-Leo Cardenas 27.3 118 39 0.257 0.679
## 239 0.004 1724 y X-Eric Karros 10.4 284 59 0.268 0.779
## 240 0.008 1716 y X-Vic Power 15.5 126 45 0.284 0.725
## 241 0.011 1711 y X-Frank McCormick 34.9 128 27 0.299 0.781
## 242 0.004 1710 y X-Ken Caminiti 33.5 239 88 0.272 0.794
## 243 0.01 1706 y X-Bill White 38.6 202 103 0.286 0.806
## 244 0.01 1706 y X-Augie Galan 41.1 100 123 0.287 0.81
## 245 0.005 1705 y X-Lou Piniella 12.5 102 32 0.291 0.741
## 246 0.025 1705 y X-Bobby Thomson 33.3 264 38 0.27 0.794
## 247 0.008 1703 y X-Roy Sievers 25.6 318 14 0.267 0.829
## 248 0.012 1702 y X-George Bell 20 265 67 0.278 0.785
## 249 0 1700 y X-Mike Cameron 46.7 278 297 0.249 0.782
## 250 0 1699 y X-Aubrey Huff 20.4 242 37 0.278 0.806
## 251 0.002 1697 y X-Darin Erstad 32.4 124 179 0.282 0.743
## 252 0.002 1694 y X-Richie Hebner 33 203 38 0.276 0.79
## 253 0.011 1692 y X-Vic Wertz 27.4 266 9 0.277 0.833
## 254 0.004 1687 y X-Tony Pena 24.7 107 80 0.26 0.673
## 255 0.003 1677 y X-Rico Carty 32.6 204 21 0.299 0.833
## 256 0.009 1674 y X-Tim Salmon 40.6 299 48 0.282 0.884
## 257 0.005 1671 y X-Davey Lopes 42.4 155 557 0.263 0.737
## 258 0 1666 y X-Reggie Sanders 39.8 305 304 0.267 0.83
## 259 0 1665 y X-Jim Wynn 55.9 291 225 0.25 0.802
## 260 0.038 1664 y X-Jorge Posada 42.8 275 20 0.273 0.848
## 261 0 1661 y X-Brady Anderson 35 210 315 0.256 0.787
## 262 0.005 1660 y X-Mickey Rivers 32.7 61 267 0.295 0.724
## 263 0 1660 y X-Cookie Rojas 9.3 54 74 0.263 0.643
## 264 0 1651 y X-Ron Gant 34.1 321 243 0.256 0.803
## 265 0.003 1651 y X-Bill Bruton 26.1 94 207 0.273 0.72
## 266 0.011 1639 y X-Roy McMillan 25.6 68 41 0.243 0.635
## 267 0.123 1626 y X-Mark McGwire 62.2 583 12 0.263 0.982
## 268 0.002 1623 y X-Don Money 36.5 176 80 0.261 0.734
## 269 0 1619 y X-Mike Lowell 24.9 223 30 0.279 0.805
## 270 0.005 1619 y X-Rick Monday 33.1 241 98 0.264 0.804
## 271 0.013 1618 y X-Pedro Guerrero 34.5 215 97 0.3 0.85
## 272 0.003 1617 y X-Felix Millan 17.6 22 67 0.279 0.665
## 273 0 1615 y X-Ben Oglivie 26.4 235 87 0.273 0.786
## 274 0.002 1614 y X-Mike Hargrove 30.4 80 24 0.29 0.787
## 275 0 1609 y X-Tommy Harper 25.8 146 408 0.257 0.717
## 276 0 1608 y X-Hubie Brooks 13 149 64 0.269 0.717
## 277 0 1604 y X-Willie Montanez 1.7 139 32 0.275 0.729
## 278 0 1598 y X-Jeff Cirillo 34.5 112 63 0.296 0.796
## 279 0.002 1597 y X-Shawon Dunston 11.5 150 212 0.269 0.712
## 280 0.003 1596 y X-Bill Virdon 19.7 91 47 0.267 0.696
## 281 0.004 1594 y X-Phil Garner 29.7 109 225 0.26 0.711
## 282 0.004 1593 y X-Gregg Jefferies 19.6 126 196 0.289 0.765
## 283 0.005 1591 y X-Bill Freehan 44.8 200 24 0.262 0.752
## 284 0 1589 y X-Raul Mondesi 29.5 271 229 0.273 0.815
## 285 0.384 1588 y X-Phil Rizzuto HOF 40.8 38 149 0.273 0.706
## 286 0 1583 y X-Carlos Baerga 19.6 134 59 0.291 0.754
## 287 0 1579 y X-Brad Ausmus 16.5 80 102 0.251 0.669
## 288 0.004 1578 y X-Juan Samuel 17 161 396 0.259 0.735
## 289 0 1576 y X-Rich Aurilia 18.2 186 23 0.275 0.762
## 290 0.002 1571 y X-David Justice 40.6 305 53 0.279 0.878
## 291 0.005 1571 y X-Dave Cash 25.6 21 120 0.283 0.692
## 292 0 1564 y X-Ryan Klesko 27 278 91 0.279 0.87
## 293 0.002 1564 y X-Bob Bailey 28.7 189 85 0.257 0.75
## 294 0 1562 y X-Andy Van Slyke 41.3 164 245 0.274 0.792
## 295 0 1562 y X-Manny Trillo 11.3 61 56 0.263 0.66
## 296 0 1561 y X-Ray Lankford 38.2 238 258 0.272 0.84
## 297 0.065 1558 y X-Thurman Munson 46.1 113 48 0.292 0.756
## 298 0.025 1553 y X-Kirk Gibson 38.4 255 284 0.268 0.815
## 299 0.39 1547 y X-Al Lopez HOF 16.6 51 46 0.261 0.663
## 300 0 1546 y X-Cesar Tovar 28.2 46 226 0.278 0.703
## 301 0.053 1541 y X-Frankie Crosetti 23.9 98 113 0.245 0.695
## 302 0.007 1540 y X-Mike Sweeney 24.8 215 53 0.297 0.851
## 303 0 1531 y X-Sean Casey 16.5 130 18 0.302 0.814
## 304 0 1530 y X-Dick McAuliffe 37.5 197 63 0.247 0.746
## 305 0.263 1530 y X-Joe Gordon HOF 57.2 253 89 0.268 0.822
## 306 0.002 1527 y X-Javy Lopez 29.7 260 8 0.287 0.828
## 307 0 1519 y X-Rondell White 28.3 198 94 0.284 0.799
## 308 0.034 1515 y X-Larry Doby HOF 49.6 253 47 0.283 0.876
## 309 0.019 1513 y X-Paul Blair 37.8 134 171 0.25 0.684
## 310 0.004 1509 y X-J.T. Snow 11 189 20 0.268 0.784
## 311 0.005 1505 y X-Doug DeCinces 41.7 237 58 0.259 0.774
## 312 0 1503 y X-Melvin Mora 28.3 171 93 0.277 0.781
## 313 0 1502 y X-Johnny Ray 24.2 53 80 0.29 0.724
## 314 0.038 1501 y X-Tim McCarver 28.3 97 61 0.271 0.725
## 315 0.005 1500 y X-Manny Sanguillen 27.5 65 35 0.296 0.724
## 316 0.002 1493 y X-Jim Sundberg 40.5 95 20 0.248 0.674
## 317 0.002 1488 y X-Lonnie Smith 38.5 98 370 0.288 0.791
## 318 0 1479 y X-Cliff Floyd 26 233 148 0.278 0.84
## 319 0 1477 y X-Richie Zisk 25.1 207 8 0.287 0.818
## 320 0 1475 y X-Greg Vaughn 30.8 355 121 0.242 0.807
## 321 0.002 1473 y X-Glenn Beckert 15.6 22 49 0.283 0.663
## 322 0.124 1471 y X-Elston Howard 27 167 9 0.274 0.749
## 323 0 1468 y X-Joe Rudi 25.4 179 25 0.264 0.738
## 324 0.003 1463 y X-Jackie Jensen 27.9 199 143 0.279 0.829
## 325 0.003 1463 y Jackie Jensen 27.9 199 143 0.279 0.829
## 326 0 1454 y X-Brian Jordan 32.9 184 119 0.282 0.788
## 327 0.002 1453 y X-Terry Steinbach 28 162 23 0.271 0.746
## 328 0.754 1451 y Ralph Kiner 49.4 369 22 0.279 0.946
## 329 0.334 1448 y X-Marty Marion 31.6 36 35 0.263 0.668
## 330 0 1447 y X-Jeromy Burnitz 19.8 315 74 0.253 0.826
## 331 0 1447 y X-Deron Johnson 6.3 245 11 0.244 0.731
## 332 0.002 1443 y X-Jeff Burroughs 17.8 240 16 0.261 0.795
## 333 0 1437 y X-J.D. Drew 44.9 242 87 0.278 0.873
## 334 0.014 1432 y X-Bobby Richardson 8.2 34 73 0.266 0.634
## 335 0.006 1430 y X-Eric Davis 36.1 282 349 0.269 0.841
## 336 0 1429 y X-Ron Hunt 32.8 39 65 0.273 0.715
## 337 0.006 1425 y X-Vince Coleman 12.5 28 752 0.264 0.668
## 338 0 1422 y X-Al Bumbry 24.5 54 254 0.281 0.721
## 339 0.007 1420 y X-Elmer Valo 28.1 58 110 0.282 0.79
## 340 0 1418 y X-Ed Kranepool 4.4 118 15 0.261 0.693
## 341 0.005 1414 y X-David Eckstein 20.9 35 123 0.28 0.701
## 342 0.002 1412 y X-David Segui 10.4 139 17 0.291 0.802
## 343 0.012 1401 y X-Darryl Strawberry 42.2 335 221 0.259 0.862
## 344 0 1401 y X-Rick Burleson 22.8 50 72 0.273 0.689
## 345 0.004 1400 y X-Mike Greenwell 25.8 130 80 0.303 0.831
## 346 0.006 1399 y X-Wally Moon 24.9 142 89 0.289 0.817
## 347 0.007 1396 y X-Clete Boyer 27.6 162 41 0.242 0.67
## 348 0 1393 y X-Pat Burrell 18.9 292 7 0.253 0.834
## 349 0 1379 y X-Otis Nixon 16.6 11 620 0.27 0.658
## 350 0 1379 y X-John Mayberry 24.9 255 20 0.253 0.799
## 351 0 1375 y X-Troy Glaus 38 320 56 0.254 0.847
## 352 0 1369 y X-Darrell Porter 40.9 188 39 0.247 0.763
## 353 0 1366 y X-Matt Stairs 14.2 265 30 0.262 0.832
## 354 0.002 1366 y X-Danny Tartabull 23.3 262 37 0.273 0.864
## 355 0.002 1361 y X-Terry Puhl 28.4 62 217 0.28 0.737
## 356 0 1353 y X-Tony Womack 2.4 36 363 0.273 0.673
## 357 0.007 1352 y X-Rico Petrocelli 39.2 210 10 0.251 0.752
## 358 0 1344 y X-Del Unser 16.8 87 64 0.258 0.677
## 359 0 1342 y X-Jeffrey Leonard 9.9 144 163 0.266 0.723
## 360 0.005 1342 y X-Andre Thornton 24.2 253 48 0.254 0.811
## 361 0.003 1342 y X-Tommy Helms 8.3 34 33 0.269 0.642
## 362 0 1336 y X-Bobby Higginson 23.1 187 91 0.272 0.813
## 363 0 1331 y X-Carlos Guillen 27.7 124 74 0.285 0.798
## 364 0 1331 y X-Alex Johnson 9.9 78 113 0.288 0.718
## 365 0.431 1325 y X-Roger Maris 38.2 275 21 0.26 0.822
## 366 0.004 1324 y X-Dave Henderson 27.6 197 50 0.258 0.756
## 367 0 1319 y X-Orlando Hudson 30.9 93 85 0.273 0.752
## 368 0.005 1318 y X-Smoky Burgess 33.3 126 13 0.295 0.807
## 369 0.117 1318 y X-Terry Moore 18.9 80 82 0.28 0.739
## 370 0.007 1318 y X-Earl Torgeson 32.9 149 133 0.265 0.802
## 371 0 1316 y X-Todd Walker 10.5 107 66 0.289 0.783
## 372 0.037 1316 y X-Mark Belanger 40.9 20 167 0.228 0.58
## 373 0 1315 y X-Joe Pepitone 9.7 219 41 0.258 0.733
## 374 0.002 1313 y X-Cecil Fielder 17.2 319 2 0.255 0.827
## 375 0.002 1313 y X-Terry Kennedy 21.6 113 6 0.264 0.699
## 376 0.002 1311 y X-Ray Knight 13.3 84 14 0.271 0.711
## 377 0.005 1307 y X-Jason Varitek 24.2 193 25 0.256 0.776
## 378 0 1302 y X-Doug Rader 24.4 155 37 0.251 0.725
## 379 0.002 1298 y X-Lenny Dykstra 42.5 81 285 0.285 0.793
## 380 0.207 1297 y X-Tommy Henrich 35.7 183 37 0.282 0.873
## 381 0.008 1291 y X-Gil McDougald 40.7 112 45 0.276 0.766
## 382 0 1286 y X-Richie Sexson 18 306 14 0.261 0.851
## 383 0.021 1276 y X-Del Crandall 28.6 179 26 0.254 0.716
## 384 0.002 1273 y X-Jay Buhner 23 310 6 0.254 0.852
## 385 0 1273 y X-Ken McMullen 34 156 20 0.248 0.699
## 386 0.002 1272 y X-Jacque Jones 11.6 165 82 0.277 0.775
## 387 0 1270 y X-Denis Menke 28.1 101 34 0.25 0.713
## 388 0 1254 y X-Jim Northrup 22.2 153 39 0.267 0.763
## 389 0.009 1253 y X-Hideki Matsui 21.2 175 13 0.282 0.822
## 390 0.007 1252 y X-Davey Johnson 27.6 136 33 0.261 0.744
## 391 0.005 1243 y X-Mickey Stanley 17.3 117 44 0.248 0.675
## 392 0.028 1236 y X-Sandy Alomar 13.7 112 25 0.273 0.716
## 393 0 1230 y X-Horace Clarke 15.6 27 151 0.256 0.621
## 394 0.007 1229 y X-Bill Mueller 23.9 85 20 0.291 0.797
## 395 0 1229 y X-Howard Johnson 22.2 228 231 0.249 0.786
## 396 0 1227 y X-Jim Spencer 2.8 146 11 0.25 0.694
## 397 0.002 1226 y X-Jerry Remy 14.6 7 208 0.275 0.656
## 398 0.01 1216 y X-Hal Morris 13.4 76 45 0.304 0.794
## 399 0.003 1216 y X-Jesus Alou 0.7 32 31 0.28 0.658
## 400 0.002 1207 y X-Walt Weiss 16.5 25 96 0.258 0.677
## 401 0 1196 y X-Cleon Jones 18.1 93 91 0.281 0.744
## 402 0 1195 y X-Oscar Gamble 22.9 200 47 0.265 0.811
## 403 0 1188 y X-Tony Clark 12.4 251 6 0.262 0.824
## 404 0 1187 y X-Robby Thompson 33.9 119 103 0.257 0.733
## 405 0 1186 y X-Casey Blake 24.9 167 36 0.264 0.778
## 406 0.004 1173 y X-Kevin Mitchell 29.1 234 30 0.284 0.88
## 407 0.002 1170 y X-John Kruk 25.1 100 58 0.3 0.842
## 408 0.794 1161 y Roy Campanella 34.1 242 25 0.276 0.86
## 409 0.006 1160 y X-Jim Eisenreich 13.2 52 105 0.29 0.746
## 410 0 1153 y X-Bake McBride 22.7 63 183 0.299 0.765
## 411 0.02 1149 y X-Manny Mota 17.6 31 50 0.304 0.744
## 412 0 1146 y X-Larry Hisle 25 166 128 0.273 0.799
## 413 0 1132 y X-Mickey Tettleton 29.4 245 23 0.241 0.818
## 414 0 1131 y X-Phil Nevin 15.9 208 18 0.27 0.814
## 415 0 1127 y X-Bill Robinson 7.7 166 71 0.258 0.738
## 416 0 1127 y X-Carlos May 10.5 90 85 0.274 0.749
## 417 0 1122 y X-Vic Davalillo 15.7 36 125 0.279 0.68
## 418 0 1121 y X-Bobby Tolan 10.1 86 193 0.265 0.696
## 419 0.002 1120 y X-Bud Harrelson 20.3 7 127 0.236 0.616
## 420 0.007 1114 y X-Bucky Dent 17.5 40 17 0.247 0.618
## 421 0.003 1113 y X-Walt Dropo 3.1 152 5 0.27 0.757
## 422 0 1112 y X-Paul Lo Duca 17.9 80 20 0.286 0.746
## 423 0 1106 y X-Johnny Edwards 14.8 81 15 0.242 0.664
## 424 0.002 1093 y X-Rick Dempsey 25.1 96 20 0.233 0.666
## 425 0 1092 y X-Jerry Grote 15.1 39 15 0.252 0.642
## 426 0.007 1087 y X-Jim Hegan 3.7 92 15 0.228 0.639
## 427 0.061 1085 y X-Charlie Keller 43.1 189 45 0.286 0.928
## 428 0 1073 y X-Greg Gross 12.5 7 39 0.287 0.723
## 429 0.003 1068 y X-Grady Hatton 17.6 91 42 0.254 0.728
## 430 0.002 1060 y X-Gene Tenace 46.8 201 36 0.241 0.817
## 431 0 1053 y X-Ken Berry 15.3 58 45 0.255 0.652
## 432 0 1051 y X-Gorman Thomas 19.8 268 50 0.225 0.772
## 433 0 1047 y X-Bob Horner 21.9 218 14 0.277 0.839
## 434 0 1041 y X-John Briggs 24 139 64 0.253 0.771
## 435 0.004 1017 y X-Aaron Boone 13.5 126 107 0.263 0.751
## 436 0 1012 y X-Freddy Sanchez 15.9 48 13 0.297 0.748
## 437 0 1004 y X-Bill Melton 18.7 160 23 0.253 0.756
## 438 0.003 1002 y X-Jim Hickman 13.1 159 17 0.252 0.76
## 439 0 1001 y X-Scott Brosius 15.7 141 57 0.257 0.744
## 440 0 999 y X-Tommie Agee 25.4 130 167 0.255 0.732
## 441 0 999 y X-Gene Alley 24.2 55 63 0.254 0.665
## 442 0 991 y X-Roy Howell 10.9 80 9 0.261 0.71
## 443 0 984 y X-Rich Dauer 14.4 43 6 0.257 0.653
## 444 0 977 y X-Cesar Geronimo 12.9 51 82 0.258 0.693
## 445 0 966 y X-Gary Disarcina 11.2 28 47 0.258 0.633
## 446 0 940 y X-Charles Johnson 22.6 167 6 0.245 0.762
## 447 0 922 y X-Jose Pagan 5.7 52 46 0.25 0.641
## 448 0.002 891 y X-Darren Daulton 23 137 50 0.245 0.784
## 449 0.002 881 y X-John Lowenstein 10 116 128 0.253 0.741
## 450 0.002 881 y X-Ellis Valentine 17.1 123 59 0.278 0.773
## 451 0.003 877 y X-Billy Martin 2.9 64 34 0.257 0.669
## 452 0 869 y X-Paul Schaal 14.6 57 43 0.244 0.686
## 453 0 864 y X-Rick Reichardt 14 116 40 0.261 0.74
## 454 0 855 y X-John Milner 12.5 131 31 0.249 0.757
## 455 0.002 843 y X-Hal Lanier -0.9 8 11 0.228 0.529
## 456 0.002 833 y X-Mike Jorgensen 9.1 95 58 0.243 0.72
## 457 0.005 816 y X-Steve Yeager 17.9 102 14 0.228 0.653
## 458 0 815 y X-Bernie Allen 9.4 73 13 0.239 0.671
## 459 0 813 y X-Randy Hundley 11.6 82 12 0.236 0.642
## 460 0 803 y X-Larry Brown 6.8 47 22 0.233 0.612
## 461 0 775 y X-Bob Bailor 8.9 9 90 0.264 0.636
## 462 0.003 767 y X-Sonny Jackson 1.7 7 126 0.251 0.611
## 463 0.003 750 y X-Clint Courtney 7.2 38 3 0.268 0.705
## 464 0 748 y X-Dal Maxvill 7.7 6 7 0.217 0.552
## 465 0 719 y X-Joe Ferguson 21 122 22 0.24 0.767
## 466 0 699 y X-Tony Scott 4.4 17 125 0.249 0.625
## 467 0 696 y X-John Stearns 19.7 46 91 0.26 0.717
## 468 0 682 y X-Art Howe 13.8 43 10 0.26 0.708
## 469 0 656 y X-John Wathan 5 21 105 0.262 0.661
## 470 0 627 y X-Paul Casanova 1.3 50 2 0.225 0.571
## 471 0 582 y X-Gates Brown 9.9 84 30 0.257 0.75
## 472 0 580 y X-Duke Sims 12.8 100 6 0.239 0.741
## 473 0 512 y X-Rich Reese 2.2 52 16 0.253 0.695
## 474 0 475 y X-John Kennedy -2.8 32 14 0.225 0.604
## 475 0 464 y X-Andy Kosco 0.6 73 5 0.236 0.667
## 476 0 458 y X-Chris Cannizzaro 6.3 18 3 0.235 0.628
## 477 0 411 y X-Jim Gosger 2.3 30 25 0.226 0.64
## 478 0 400 y X-Larry Stahl 2.3 36 22 0.232 0.643
## 479 0 379 y X-Terry Crowley 2.2 42 3 0.25 0.72
## 480 0 375 y X-Jose Morales 0.1 26 0 0.287 0.741
## 481 0 370 y X-Mike Ryan -1.2 28 4 0.193 0.532
## 482 0 357 y X-Jerry May 5.3 15 1 0.234 0.625
## 483 0 350 y X-Champ Summers 3 54 15 0.255 0.776
## 484 0 336 y X-Phil Gagliano 2.2 14 5 0.238 0.629
## 485 0 336 y X-Jimmy Stewart -1.2 8 38 0.237 0.611
## 486 0 325 y X-Norm Miller 1.2 24 16 0.238 0.678
## 487 0 320 y X-John Boccabella -0.3 26 3 0.219 0.584
## 488 0 308 y X-Ivan Murrell 0.7 33 20 0.236 0.631
## 489 0 297 y X-Jeff Torborg 0.4 8 3 0.214 0.533
## 490 0 237 y X-Bob Barton 1.7 9 3 0.226 0.574
## 491 0 214 y X-John Stephenson -2.2 12 0 0.216 0.567
## 492 0 153 y X-Jim Beauchamp -1.5 14 6 0.231 0.622
## 493 0.073 144 y X-Don Larsen 18.2 14 0 0.242 0.662
model = 0
model$vote = as.numeric(HOF.matrix[,1])
## Warning in model$vote = as.numeric(HOF.matrix[, 1]): Coercing LHS to a list
model$H = as.numeric(HOF.matrix[,2])
model$name = HOF.matrix[,3]
model$WAR = as.numeric(HOF.matrix[,4])
model$HR = as.numeric(HOF.matrix[,5])
model$SB = as.numeric(HOF.matrix[,6])
model$BA = as.numeric(HOF.matrix[,7])
model$OPS = as.numeric(HOF.matrix[,8])
model
## [[1]]
## [1] 0
##
## $vote
## [1] 0.978 0.932 0.946 0.852 0.947 0.853 0.985 0.982 0.775 0.976 0.845
## [12] 0.827 0.948 0.905 0.797 0.044 0.919 0.883 0.892 0.564 0.370 0.048
## [23] 0.920 0.760 0.993 0.779 0.019 0.109 0.043 0.772 0.972 0.900 0.038
## [34] 0.021 0.153 0.857 0.111 0.846 0.747 0.934 0.860 0.211 0.009 0.929
## [45] 0.011 0.936 0.838 0.220 0.304 0.007 0.002 0.818 0.017 0.249 0.232
## [56] 0.037 0.848 0.837 0.145 0.917 0.764 0.390 0.036 0.041 0.032 0.882
## [67] 0.078 0.762 0.006 0.004 0.029 0.796 0.735 0.202 0.222 0.864 0.033
## [78] 0.041 0.898 0.005 0.003 0.162 0.794 0.862 0.821 0.008 0.007 0.002
## [89] 0.023 0.431 0.007 0.004 0.031 0.704 0.007 0.965 0.824 0.047 0.017
## [100] 0.814 0.011 0.020 0.005 0.000 0.025 0.038 0.043 0.044 0.446 0.341
## [111] 0.007 0.091 0.000 0.856 0.047 0.118 0.008 0.019 0.026 0.011 0.256
## [122] 0.830 0.012 0.865 0.186 0.000 0.004 0.022 0.290 0.008 0.004 0.004
## [133] 0.780 0.226 0.000 0.112 0.005 0.831 0.002 0.102 0.006 0.026 0.007
## [144] 0.000 0.000 0.000 0.964 0.217 0.000 0.038 0.007 0.000 0.002 0.000
## [155] 0.007 0.423 0.000 0.004 0.045 0.000 0.038 0.000 0.004 0.009 0.002
## [166] 0.000 0.000 0.009 0.000 0.004 0.147 0.047 0.000 0.002 0.025 0.004
## [177] 0.040 0.000 0.073 0.005 0.007 0.010 0.041 0.634 0.362 0.002 0.008
## [188] 0.000 0.005 0.006 0.000 0.000 0.002 0.000 0.042 0.013 0.010 0.000
## [199] 0.011 0.002 0.019 0.007 0.151 0.167 0.002 0.042 0.026 0.002 0.015
## [210] 0.007 0.016 0.000 0.000 0.003 0.002 0.147 0.007 0.004 0.017 0.000
## [221] 0.773 0.013 0.004 0.013 0.002 0.014 0.140 0.010 0.000 0.002 0.002
## [232] 0.010 0.018 0.002 0.003 0.035 0.010 0.002 0.004 0.008 0.011 0.004
## [243] 0.010 0.010 0.005 0.025 0.008 0.012 0.000 0.000 0.002 0.002 0.011
## [254] 0.004 0.003 0.009 0.005 0.000 0.000 0.038 0.000 0.005 0.000 0.000
## [265] 0.003 0.011 0.123 0.002 0.000 0.005 0.013 0.003 0.000 0.002 0.000
## [276] 0.000 0.000 0.000 0.002 0.003 0.004 0.004 0.005 0.000 0.384 0.000
## [287] 0.000 0.004 0.000 0.002 0.005 0.000 0.002 0.000 0.000 0.000 0.065
## [298] 0.025 0.390 0.000 0.053 0.007 0.000 0.000 0.263 0.002 0.000 0.034
## [309] 0.019 0.004 0.005 0.000 0.000 0.038 0.005 0.002 0.002 0.000 0.000
## [320] 0.000 0.002 0.124 0.000 0.003 0.003 0.000 0.002 0.754 0.334 0.000
## [331] 0.000 0.002 0.000 0.014 0.006 0.000 0.006 0.000 0.007 0.000 0.005
## [342] 0.002 0.012 0.000 0.004 0.006 0.007 0.000 0.000 0.000 0.000 0.000
## [353] 0.000 0.002 0.002 0.000 0.007 0.000 0.000 0.005 0.003 0.000 0.000
## [364] 0.000 0.431 0.004 0.000 0.005 0.117 0.007 0.000 0.037 0.000 0.002
## [375] 0.002 0.002 0.005 0.000 0.002 0.207 0.008 0.000 0.021 0.002 0.000
## [386] 0.002 0.000 0.000 0.009 0.007 0.005 0.028 0.000 0.007 0.000 0.000
## [397] 0.002 0.010 0.003 0.002 0.000 0.000 0.000 0.000 0.000 0.004 0.002
## [408] 0.794 0.006 0.000 0.020 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [419] 0.002 0.007 0.003 0.000 0.000 0.002 0.000 0.007 0.061 0.000 0.003
## [430] 0.002 0.000 0.000 0.000 0.000 0.004 0.000 0.000 0.003 0.000 0.000
## [441] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.002 0.002 0.002 0.003
## [452] 0.000 0.000 0.000 0.002 0.002 0.005 0.000 0.000 0.000 0.000 0.003
## [463] 0.003 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [474] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [485] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.073
##
## $H
## [1] 3771 3630 3419 3319 3283 3255 3184 3154 3142 3141 3110 3060 3055 3053
## [15] 3023 3020 3010 3007 2943 2935 2877 2866 2848 2844 2781 2774 2769 2757
## [29] 2743 2732 2726 2724 2716 2715 2712 2711 2689 2677 2663 2654 2605 2599
## [43] 2591 2590 2586 2584 2583 2574 2574 2548 2529 2517 2514 2495 2490 2472
## [57] 2471 2468 2461 2460 2452 2449 2446 2445 2428 2415 2408 2386 2380 2375
## [71] 2369 2356 2351 2345 2342 2340 2336 2333 2328 2327 2326 2326 2315 2314
## [85] 2304 2280 2276 2273 2254 2254 2251 2251 2249 2247 2239 2234 2232 2225
## [99] 2223 2211 2210 2207 2195 2192 2191 2184 2182 2176 2170 2160 2156 2153
## [113] 2152 2150 2143 2143 2138 2138 2135 2134 2134 2127 2121 2116 2111 2109
## [127] 2107 2105 2103 2101 2099 2096 2092 2092 2091 2089 2087 2086 2085 2077
## [141] 2074 2064 2063 2060 2055 2054 2048 2042 2040 2038 2031 2029 2023 2020
## [155] 2020 2016 2011 2010 2008 2007 2006 2004 2003 1993 1992 1992 1982 1981
## [169] 1980 1963 1963 1960 1959 1954 1949 1949 1936 1934 1933 1931 1926 1925
## [183] 1925 1921 1917 1913 1913 1913 1910 1906 1904 1897 1897 1889 1886 1885
## [197] 1884 1884 1877 1875 1868 1862 1861 1848 1839 1838 1833 1830 1826 1826
## [211] 1820 1803 1802 1796 1795 1792 1790 1789 1782 1779 1779 1777 1776 1776
## [225] 1775 1774 1766 1764 1759 1759 1757 1749 1747 1731 1730 1726 1726 1725
## [239] 1724 1716 1711 1710 1706 1706 1705 1705 1703 1702 1700 1699 1697 1694
## [253] 1692 1687 1677 1674 1671 1666 1665 1664 1661 1660 1660 1651 1651 1639
## [267] 1626 1623 1619 1619 1618 1617 1615 1614 1609 1608 1604 1598 1597 1596
## [281] 1594 1593 1591 1589 1588 1583 1579 1578 1576 1571 1571 1564 1564 1562
## [295] 1562 1561 1558 1553 1547 1546 1541 1540 1531 1530 1530 1527 1519 1515
## [309] 1513 1509 1505 1503 1502 1501 1500 1493 1488 1479 1477 1475 1473 1471
## [323] 1468 1463 1463 1454 1453 1451 1448 1447 1447 1443 1437 1432 1430 1429
## [337] 1425 1422 1420 1418 1414 1412 1401 1401 1400 1399 1396 1393 1379 1379
## [351] 1375 1369 1366 1366 1361 1353 1352 1344 1342 1342 1342 1336 1331 1331
## [365] 1325 1324 1319 1318 1318 1318 1316 1316 1315 1313 1313 1311 1307 1302
## [379] 1298 1297 1291 1286 1276 1273 1273 1272 1270 1254 1253 1252 1243 1236
## [393] 1230 1229 1229 1227 1226 1216 1216 1207 1196 1195 1188 1187 1186 1173
## [407] 1170 1161 1160 1153 1149 1146 1132 1131 1127 1127 1122 1121 1120 1114
## [421] 1113 1112 1106 1093 1092 1087 1085 1073 1068 1060 1053 1051 1047 1041
## [435] 1017 1012 1004 1002 1001 999 999 991 984 977 966 940 922 891
## [449] 881 881 877 869 864 855 843 833 816 815 813 803 775 767
## [463] 750 748 719 699 696 682 656 627 582 580 512 475 464 458
## [477] 411 400 379 375 370 357 350 336 336 325 320 308 297 237
## [491] 214 153 144
##
## $name
## [1] "y Hank Aaron" "y Stan Musial"
## [3] "y Carl Yastrzemski" "y Paul Molitor"
## [5] "y Willie Mays" "y Eddie Murray"
## [7] "y Cal Ripken Jr." "y George Brett"
## [9] "y Robin Yount" "y Tony Gwynn"
## [11] "y Dave Winfield" "y Craig Biggio"
## [13] "y Rickey Henderson" "y Rod Carew"
## [15] "y Lou Brock" "y X-Rafael Palmeiro"
## [17] "y Wade Boggs" "y Al Kaline"
## [19] "y Frank Robinson" "y Barry Bonds"
## [21] "y Omar Vizquel" "y X-Harold Baines"
## [23] "y Brooks Robinson" "y Ivan Rodriguez"
## [25] "y Ken Griffey Jr." "y Andre Dawson"
## [27] "y X-Johnny Damon" "y X-Vada Pinson"
## [29] "y X-Al Oliver" "y Tony Perez"
## [31] "y Chipper Jones" "y Roberto Alomar"
## [33] "y X-Rusty Staub" "y X-Bill Buckner"
## [35] "y X-Dave Parker" "y Billy Williams"
## [37] "y Gary Sheffield" "y Luis Aparicio"
## [39] "y X-Nellie Fox HOF" "y Ted Williams"
## [41] "y Tim Raines" "y X-Steve Garvey"
## [43] "y X-Luis Gonzalez" "y Vladimir Guerrero"
## [45] "y X-Julio Franco" "y Reggie Jackson"
## [47] "y Ernie Banks" "y Manny Ramirez"
## [49] "y X-Richie Ashburn HOF" "y X-Steve Finley"
## [51] "y X-Garret Anderson" "y Joe Morgan"
## [53] "y X-Buddy Bell" "y X-Mickey Vernon"
## [55] "y Fred McGriff" "y X-Ted Simmons"
## [57] "y Joe Medwick" "y Frank Thomas"
## [59] "y Jeff Kent" "y Ozzie Smith"
## [61] "y Jim Rice" "y X-Red Schoendienst HOF"
## [63] "y X-Dwight Evans" "y X-Mark Grace"
## [65] "y X-Kenny Lofton" "y Mickey Mantle"
## [67] "y Sammy Sosa" "y Ryne Sandberg"
## [69] "y X-Chili Davis" "y X-Brett Butler"
## [71] "y X-Lou Whitaker" "y Carlton Fisk"
## [73] "y X-Orlando Cepeda HOF" "y X-Billy Herman HOF"
## [75] "y X-Joe Torre HOF" "y Barry Larkin"
## [77] "y X-Bernie Williams" "y X-Andres Galarraga"
## [79] "y Jim Thome" "y X-Edgar Renteria"
## [81] "y X-B.J. Surhoff" "y X-Dave Concepcion"
## [83] "y Eddie Mathews" "y Jeff Bagwell"
## [85] "y Kirby Puckett" "y X-Gary Gaetti"
## [87] "y X-Tony Fernandez" "y X-Carlos Lee"
## [89] "y X-Willie McGee" "y X-Ron Santo HOF"
## [91] "y X-Marquis Grissom" "y X-Jose Cruz"
## [93] "y X-Bert Campaneris" "y Edgar Martinez"
## [95] "y X-John Olerud" "y Mike Schmidt"
## [97] "y Willie Stargell" "y X-Graig Nettles"
## [99] "y X-Darrell Evans" "y Willie McCovey"
## [101] "y X-Willie Randolph" "y X-Willie Wilson"
## [103] "y X-Jason Kendall" "y X-Cecil Cooper"
## [105] "y X-Larry Bowa" "y X-Joe Carter"
## [107] "y X-Keith Hernandez" "y X-Will Clark"
## [109] "y X-Pee Wee Reese HOF" "y Larry Walker"
## [111] "y X-Magglio Ordonez" "y X-Don Mattingly"
## [113] "y X-Ruben Sierra" "y Yogi Berra"
## [115] "y X-Ken Griffey" "y X-Ken Boyer"
## [117] "y X-Dick Groat" "y X-Wally Moses"
## [119] "y X-Don Baylor" "y X-Moises Alou"
## [121] "y X-Maury Wills" "y Mike Piazza"
## [123] "y X-Tommy Davis" "y Duke Snider"
## [125] "y X-Dale Murphy" "y X-Chris Chambliss"
## [127] "y X-Ellis Burks" "y X-Paul O'Neill"
## [129] "y X-Arky Vaughan HOF" "y X-Felipe Alou"
## [131] "y X-Brian Downing" "y X-Garry Templeton"
## [133] "y Gary Carter" "y X-Harvey Kuenn"
## [135] "y X-Hal McRae" "y X-Al Dark"
## [137] "y X-Cesar Cedeno" "y Harmon Killebrew"
## [139] "y X-Tim Wallach" "y Scott Rolen"
## [141] "y X-Carney Lansford" "y X-Dixie Walker"
## [143] "y X-Del Ennis" "y X-Wally Joyner"
## [145] "y X-Orlando Cabrera" "y X-Ray Durham"
## [147] "y Johnny Bench" "y X-Bobby Doerr HOF"
## [149] "y X-Mark Grudzielanek" "y X-Carlos Delgado"
## [151] "y X-Lee May" "y X-Ken Singleton"
## [153] "y X-Tony Phillips" "y X-Amos Otis"
## [155] "y X-Reggie Smith" "y X-Bill Mazeroski HOF"
## [157] "y X-Gary Matthews" "y X-Bobby Bonilla"
## [159] "y X-Bill Madlock" "y X-Tony Taylor"
## [161] "y X-Frank White" "y X-Todd Zeile"
## [163] "y X-Shawn Green" "y X-Willie Horton"
## [165] "y X-George Scott" "y George Scott"
## [167] "y X-Jeff Conine" "y X-Dusty Baker"
## [169] "y X-George Hendrick" "y X-Jay Bell"
## [171] "y X-Minnie Minoso" "y X-Fred Lynn"
## [173] "y X-Derrek Lee" "y X-Toby Harrah"
## [175] "y X-Jim Edmonds" "y X-Steve Sax"
## [177] "y X-Juan Gonzalez" "y X-Devon White"
## [179] "y Andruw Jones" "y X-Don Kessinger"
## [181] "y X-Bill Russell" "y X-Tino Martinez"
## [183] "y X-George Foster" "y X-Gil Hodges"
## [185] "y X-Tony Oliva" "y X-Jose Cardenal"
## [187] "y X-Ron Fairly" "y Ron Fairly"
## [189] "y X-Carl Furillo" "y X-Dante Bichette"
## [191] "y X-Royce Clayton" "y X-Brian Giles"
## [193] "y X-Terry Pendleton" "y X-Luis Castillo"
## [195] "y X-Bobby Bonds" "y X-Robin Ventura"
## [197] "y X-Vinny Castilla" "y X-Claudell Washington"
## [199] "y X-Jose Canseco" "y X-Chet Lemon"
## [201] "y X-Ron Cey" "y X-Bobby Murcer"
## [203] "y X-Curt Flood" "y X-Dick Allen"
## [205] "y X-Chuck Knoblauch" "y X-Bob Boone"
## [207] "y X-Bobby Grich" "y X-Benito Santiago"
## [209] "y X-Jack Clark" "y X-Bob Watson"
## [211] "y X-Norm Cash" "y X-Roy White"
## [213] "y X-Garry Maddox" "y X-Andy Pafko"
## [215] "y X-Greg Luzinski" "y X-Ernie Lombardi HOF"
## [217] "y X-Sal Bando" "y X-Larry Parrish"
## [219] "y X-Lance Parrish" "y X-Jermaine Dye"
## [221] "y Lou Boudreau" "y X-Matty Alou"
## [223] "y X-Travis Fryman" "y X-Boog Powell"
## [225] "y X-Bret Boone" "y X-Frank Howard"
## [227] "y X-Ted Kluszewski" "y X-Ozzie Guillen"
## [229] "y X-Randy Winn" "y X-Chris Speier"
## [231] "y X-Johnny Callison" "y X-Kent Hrbek"
## [233] "y X-Nomar Garciaparra" "y X-Eric Young"
## [235] "y X-Rocky Colavito" "y X-Albert Belle"
## [237] "y X-Jim Fregosi" "y X-Leo Cardenas"
## [239] "y X-Eric Karros" "y X-Vic Power"
## [241] "y X-Frank McCormick" "y X-Ken Caminiti"
## [243] "y X-Bill White" "y X-Augie Galan"
## [245] "y X-Lou Piniella" "y X-Bobby Thomson"
## [247] "y X-Roy Sievers" "y X-George Bell"
## [249] "y X-Mike Cameron" "y X-Aubrey Huff"
## [251] "y X-Darin Erstad" "y X-Richie Hebner"
## [253] "y X-Vic Wertz" "y X-Tony Pena"
## [255] "y X-Rico Carty" "y X-Tim Salmon"
## [257] "y X-Davey Lopes" "y X-Reggie Sanders"
## [259] "y X-Jim Wynn" "y X-Jorge Posada"
## [261] "y X-Brady Anderson" "y X-Mickey Rivers"
## [263] "y X-Cookie Rojas" "y X-Ron Gant"
## [265] "y X-Bill Bruton" "y X-Roy McMillan"
## [267] "y X-Mark McGwire" "y X-Don Money"
## [269] "y X-Mike Lowell" "y X-Rick Monday"
## [271] "y X-Pedro Guerrero" "y X-Felix Millan"
## [273] "y X-Ben Oglivie" "y X-Mike Hargrove"
## [275] "y X-Tommy Harper" "y X-Hubie Brooks"
## [277] "y X-Willie Montanez" "y X-Jeff Cirillo"
## [279] "y X-Shawon Dunston" "y X-Bill Virdon"
## [281] "y X-Phil Garner" "y X-Gregg Jefferies"
## [283] "y X-Bill Freehan" "y X-Raul Mondesi"
## [285] "y X-Phil Rizzuto HOF" "y X-Carlos Baerga"
## [287] "y X-Brad Ausmus" "y X-Juan Samuel"
## [289] "y X-Rich Aurilia" "y X-David Justice"
## [291] "y X-Dave Cash" "y X-Ryan Klesko"
## [293] "y X-Bob Bailey" "y X-Andy Van Slyke"
## [295] "y X-Manny Trillo" "y X-Ray Lankford"
## [297] "y X-Thurman Munson" "y X-Kirk Gibson"
## [299] "y X-Al Lopez HOF" "y X-Cesar Tovar"
## [301] "y X-Frankie Crosetti" "y X-Mike Sweeney"
## [303] "y X-Sean Casey" "y X-Dick McAuliffe"
## [305] "y X-Joe Gordon HOF" "y X-Javy Lopez"
## [307] "y X-Rondell White" "y X-Larry Doby HOF"
## [309] "y X-Paul Blair" "y X-J.T. Snow"
## [311] "y X-Doug DeCinces" "y X-Melvin Mora"
## [313] "y X-Johnny Ray" "y X-Tim McCarver"
## [315] "y X-Manny Sanguillen" "y X-Jim Sundberg"
## [317] "y X-Lonnie Smith" "y X-Cliff Floyd"
## [319] "y X-Richie Zisk" "y X-Greg Vaughn"
## [321] "y X-Glenn Beckert" "y X-Elston Howard"
## [323] "y X-Joe Rudi" "y X-Jackie Jensen"
## [325] "y Jackie Jensen" "y X-Brian Jordan"
## [327] "y X-Terry Steinbach" "y Ralph Kiner"
## [329] "y X-Marty Marion" "y X-Jeromy Burnitz"
## [331] "y X-Deron Johnson" "y X-Jeff Burroughs"
## [333] "y X-J.D. Drew" "y X-Bobby Richardson"
## [335] "y X-Eric Davis" "y X-Ron Hunt"
## [337] "y X-Vince Coleman" "y X-Al Bumbry"
## [339] "y X-Elmer Valo" "y X-Ed Kranepool"
## [341] "y X-David Eckstein" "y X-David Segui"
## [343] "y X-Darryl Strawberry" "y X-Rick Burleson"
## [345] "y X-Mike Greenwell" "y X-Wally Moon"
## [347] "y X-Clete Boyer" "y X-Pat Burrell"
## [349] "y X-Otis Nixon" "y X-John Mayberry"
## [351] "y X-Troy Glaus" "y X-Darrell Porter"
## [353] "y X-Matt Stairs" "y X-Danny Tartabull"
## [355] "y X-Terry Puhl" "y X-Tony Womack"
## [357] "y X-Rico Petrocelli" "y X-Del Unser"
## [359] "y X-Jeffrey Leonard" "y X-Andre Thornton"
## [361] "y X-Tommy Helms" "y X-Bobby Higginson"
## [363] "y X-Carlos Guillen" "y X-Alex Johnson"
## [365] "y X-Roger Maris" "y X-Dave Henderson"
## [367] "y X-Orlando Hudson" "y X-Smoky Burgess"
## [369] "y X-Terry Moore" "y X-Earl Torgeson"
## [371] "y X-Todd Walker" "y X-Mark Belanger"
## [373] "y X-Joe Pepitone" "y X-Cecil Fielder"
## [375] "y X-Terry Kennedy" "y X-Ray Knight"
## [377] "y X-Jason Varitek" "y X-Doug Rader"
## [379] "y X-Lenny Dykstra" "y X-Tommy Henrich"
## [381] "y X-Gil McDougald" "y X-Richie Sexson"
## [383] "y X-Del Crandall" "y X-Jay Buhner"
## [385] "y X-Ken McMullen" "y X-Jacque Jones"
## [387] "y X-Denis Menke" "y X-Jim Northrup"
## [389] "y X-Hideki Matsui" "y X-Davey Johnson"
## [391] "y X-Mickey Stanley" "y X-Sandy Alomar"
## [393] "y X-Horace Clarke" "y X-Bill Mueller"
## [395] "y X-Howard Johnson" "y X-Jim Spencer"
## [397] "y X-Jerry Remy" "y X-Hal Morris"
## [399] "y X-Jesus Alou" "y X-Walt Weiss"
## [401] "y X-Cleon Jones" "y X-Oscar Gamble"
## [403] "y X-Tony Clark" "y X-Robby Thompson"
## [405] "y X-Casey Blake" "y X-Kevin Mitchell"
## [407] "y X-John Kruk" "y Roy Campanella"
## [409] "y X-Jim Eisenreich" "y X-Bake McBride"
## [411] "y X-Manny Mota" "y X-Larry Hisle"
## [413] "y X-Mickey Tettleton" "y X-Phil Nevin"
## [415] "y X-Bill Robinson" "y X-Carlos May"
## [417] "y X-Vic Davalillo" "y X-Bobby Tolan"
## [419] "y X-Bud Harrelson" "y X-Bucky Dent"
## [421] "y X-Walt Dropo" "y X-Paul Lo Duca"
## [423] "y X-Johnny Edwards" "y X-Rick Dempsey"
## [425] "y X-Jerry Grote" "y X-Jim Hegan"
## [427] "y X-Charlie Keller" "y X-Greg Gross"
## [429] "y X-Grady Hatton" "y X-Gene Tenace"
## [431] "y X-Ken Berry" "y X-Gorman Thomas"
## [433] "y X-Bob Horner" "y X-John Briggs"
## [435] "y X-Aaron Boone" "y X-Freddy Sanchez"
## [437] "y X-Bill Melton" "y X-Jim Hickman"
## [439] "y X-Scott Brosius" "y X-Tommie Agee"
## [441] "y X-Gene Alley" "y X-Roy Howell"
## [443] "y X-Rich Dauer" "y X-Cesar Geronimo"
## [445] "y X-Gary Disarcina" "y X-Charles Johnson"
## [447] "y X-Jose Pagan" "y X-Darren Daulton"
## [449] "y X-John Lowenstein" "y X-Ellis Valentine"
## [451] "y X-Billy Martin" "y X-Paul Schaal"
## [453] "y X-Rick Reichardt" "y X-John Milner"
## [455] "y X-Hal Lanier" "y X-Mike Jorgensen"
## [457] "y X-Steve Yeager" "y X-Bernie Allen"
## [459] "y X-Randy Hundley" "y X-Larry Brown"
## [461] "y X-Bob Bailor" "y X-Sonny Jackson"
## [463] "y X-Clint Courtney" "y X-Dal Maxvill"
## [465] "y X-Joe Ferguson" "y X-Tony Scott"
## [467] "y X-John Stearns" "y X-Art Howe"
## [469] "y X-John Wathan" "y X-Paul Casanova"
## [471] "y X-Gates Brown" "y X-Duke Sims"
## [473] "y X-Rich Reese" "y X-John Kennedy"
## [475] "y X-Andy Kosco" "y X-Chris Cannizzaro"
## [477] "y X-Jim Gosger" "y X-Larry Stahl"
## [479] "y X-Terry Crowley" "y X-Jose Morales"
## [481] "y X-Mike Ryan" "y X-Jerry May"
## [483] "y X-Champ Summers" "y X-Phil Gagliano"
## [485] "y X-Jimmy Stewart" "y X-Norm Miller"
## [487] "y X-John Boccabella" "y X-Ivan Murrell"
## [489] "y X-Jeff Torborg" "y X-Bob Barton"
## [491] "y X-John Stephenson" "y X-Jim Beauchamp"
## [493] "y X-Don Larsen"
##
## $WAR
## [1] 143.0 128.2 96.4 75.7 156.4 68.7 95.9 88.7 77.3 69.2 64.2
## [12] 65.5 111.2 81.3 45.3 71.9 91.4 92.8 107.3 162.8 45.6 38.7
## [23] 78.4 68.7 83.8 64.8 56.4 54.3 43.7 54.0 85.2 67.1 45.8
## [34] 15.1 40.1 63.7 60.5 55.8 49.0 123.1 69.4 38.1 51.8 59.4
## [45] 43.5 74.0 67.5 69.4 63.9 44.3 25.7 100.6 66.3 34.5 52.6
## [56] 50.3 55.6 73.9 55.4 76.9 47.7 42.3 67.1 46.4 68.3 110.3
## [67] 58.6 68.0 38.2 49.7 75.1 68.5 50.2 54.8 57.6 70.4 49.6
## [78] 31.7 72.9 32.3 34.4 40.1 96.6 79.9 51.1 42.1 45.3 28.3
## [89] 34.2 70.5 29.6 54.4 53.1 68.4 58.2 106.8 57.5 68.0 58.8
## [100] 64.5 65.9 46.1 41.7 36.0 22.8 19.6 60.4 56.5 66.3 72.7
## [111] 38.7 42.4 16.8 59.4 34.5 62.8 36.7 33.0 28.5 39.9 39.7
## [122] 59.6 20.4 66.3 46.5 27.5 49.8 38.9 72.9 42.2 51.5 27.9
## [133] 70.1 26.0 27.9 43.2 52.8 60.4 38.5 70.2 40.4 42.7 31.1
## [144] 35.8 21.4 33.8 75.2 51.2 26.5 44.4 27.2 41.8 50.9 42.8
## [155] 64.6 36.5 30.4 30.3 38.2 23.4 34.8 19.5 34.7 26.4 36.5
## [166] 36.5 19.5 37.0 29.1 37.2 50.5 50.2 34.6 51.4 60.4 25.7
## [177] 38.7 47.3 62.8 9.0 31.3 29.0 44.2 44.9 43.1 20.7 35.1
## [188] 35.1 35.1 5.7 19.6 51.1 28.5 29.1 57.9 56.1 19.4 19.6
## [199] 42.5 55.6 53.8 32.1 41.9 58.7 44.8 27.4 71.1 27.3 53.1
## [210] 28.4 52.0 46.8 36.8 36.8 26.3 45.9 61.5 15.7 39.5 20.3
## [221] 63.0 23.0 34.4 39.0 22.8 37.6 32.4 20.9 27.6 30.6 38.5
## [232] 38.6 44.2 18.8 44.5 40.1 48.7 27.3 10.4 15.5 34.9 33.5
## [243] 38.6 41.1 12.5 33.3 25.6 20.0 46.7 20.4 32.4 33.0 27.4
## [254] 24.7 32.6 40.6 42.4 39.8 55.9 42.8 35.0 32.7 9.3 34.1
## [265] 26.1 25.6 62.2 36.5 24.9 33.1 34.5 17.6 26.4 30.4 25.8
## [276] 13.0 1.7 34.5 11.5 19.7 29.7 19.6 44.8 29.5 40.8 19.6
## [287] 16.5 17.0 18.2 40.6 25.6 27.0 28.7 41.3 11.3 38.2 46.1
## [298] 38.4 16.6 28.2 23.9 24.8 16.5 37.5 57.2 29.7 28.3 49.6
## [309] 37.8 11.0 41.7 28.3 24.2 28.3 27.5 40.5 38.5 26.0 25.1
## [320] 30.8 15.6 27.0 25.4 27.9 27.9 32.9 28.0 49.4 31.6 19.8
## [331] 6.3 17.8 44.9 8.2 36.1 32.8 12.5 24.5 28.1 4.4 20.9
## [342] 10.4 42.2 22.8 25.8 24.9 27.6 18.9 16.6 24.9 38.0 40.9
## [353] 14.2 23.3 28.4 2.4 39.2 16.8 9.9 24.2 8.3 23.1 27.7
## [364] 9.9 38.2 27.6 30.9 33.3 18.9 32.9 10.5 40.9 9.7 17.2
## [375] 21.6 13.3 24.2 24.4 42.5 35.7 40.7 18.0 28.6 23.0 34.0
## [386] 11.6 28.1 22.2 21.2 27.6 17.3 13.7 15.6 23.9 22.2 2.8
## [397] 14.6 13.4 0.7 16.5 18.1 22.9 12.4 33.9 24.9 29.1 25.1
## [408] 34.1 13.2 22.7 17.6 25.0 29.4 15.9 7.7 10.5 15.7 10.1
## [419] 20.3 17.5 3.1 17.9 14.8 25.1 15.1 3.7 43.1 12.5 17.6
## [430] 46.8 15.3 19.8 21.9 24.0 13.5 15.9 18.7 13.1 15.7 25.4
## [441] 24.2 10.9 14.4 12.9 11.2 22.6 5.7 23.0 10.0 17.1 2.9
## [452] 14.6 14.0 12.5 -0.9 9.1 17.9 9.4 11.6 6.8 8.9 1.7
## [463] 7.2 7.7 21.0 4.4 19.7 13.8 5.0 1.3 9.9 12.8 2.2
## [474] -2.8 0.6 6.3 2.3 2.3 2.2 0.1 -1.2 5.3 3.0 2.2
## [485] -1.2 1.2 -0.3 0.7 0.4 1.7 -2.2 -1.5 18.2
##
## $HR
## [1] 755 475 452 234 660 504 431 317 251 135 465 291 297 92 149 569 118
## [18] 399 586 762 80 384 268 311 630 438 235 256 219 379 468 210 292 174
## [35] 339 426 509 83 35 521 170 272 354 449 173 563 512 555 29 304 287
## [52] 268 201 172 493 248 205 521 377 28 382 84 385 173 130 536 609 282
## [69] 350 54 244 376 379 47 252 198 287 399 612 140 188 101 512 449 207
## [86] 360 94 358 79 342 227 165 79 309 255 548 475 390 414 521 54 41
## [103] 75 241 15 396 162 284 126 383 294 222 306 358 152 282 39 89 338
## [120] 332 20 427 153 407 398 185 352 281 96 206 275 70 324 87 191 126
## [137] 199 573 260 316 151 105 288 204 123 192 389 223 90 473 354 246 160
## [154] 193 314 138 234 287 163 75 160 253 328 325 271 271 214 242 267 195
## [171] 186 306 331 195 393 54 434 208 434 14 46 339 348 370 220 138 215
## [188] 215 192 274 110 287 140 28 332 294 320 164 462 215 316 252 85 351
## [205] 98 105 224 217 340 184 377 160 117 213 307 190 242 256 324 325 68
## [222] 31 223 339 252 382 279 28 110 112 226 293 229 79 374 381 151 118
## [239] 284 126 128 239 202 100 102 264 318 265 278 242 124 203 266 107 204
## [256] 299 155 305 291 275 210 61 54 321 94 68 583 176 223 241 215 22
## [273] 235 80 146 149 139 112 150 91 109 126 200 271 38 134 80 161 186
## [290] 305 21 278 189 164 61 238 113 255 51 46 98 215 130 197 253 260
## [307] 198 253 134 189 237 171 53 97 65 95 98 233 207 355 22 167 179
## [324] 199 199 184 162 369 36 315 245 240 242 34 282 39 28 54 58 118
## [341] 35 139 335 50 130 142 162 292 11 255 320 188 265 262 62 36 210
## [358] 87 144 253 34 187 124 78 275 197 93 126 80 149 107 20 219 319
## [375] 113 84 193 155 81 183 112 306 179 310 156 165 101 153 175 136 117
## [392] 112 27 85 228 146 7 76 32 25 93 200 251 119 167 234 100 242
## [409] 52 63 31 166 245 208 166 90 36 86 7 40 152 80 81 96 39
## [426] 92 189 7 91 201 58 268 218 139 126 48 160 159 141 130 55 80
## [443] 43 51 28 167 52 137 116 123 64 57 116 131 8 95 102 73 82
## [460] 47 9 7 38 6 122 17 46 43 21 50 84 100 52 32 73 18
## [477] 30 36 42 26 28 15 54 14 8 24 26 33 8 9 12 14 14
##
## $SB
## [1] 240 78 168 504 338 110 36 201 271 319 223 414 1406 353
## [15] 938 97 24 137 204 514 404 34 28 127 184 314 408 305
## [29] 84 49 150 474 47 183 154 90 253 506 76 24 808 83
## [43] 128 181 281 228 50 38 234 320 80 689 55 137 72 21
## [57] 42 32 94 580 58 89 78 70 622 153 234 344 142 558
## [71] 143 128 142 67 23 379 147 128 19 294 141 321 68 202
## [85] 134 96 246 125 352 35 429 317 649 49 11 174 17 32
## [99] 98 26 271 668 189 89 318 231 98 67 232 230 94 14
## [113] 142 30 200 105 14 174 285 106 586 17 136 99 161 40
## [127] 181 141 118 107 50 242 39 68 109 59 550 19 51 118
## [141] 224 59 45 60 216 273 68 54 133 14 39 21 177 341
## [155] 137 27 183 45 174 234 178 53 162 20 69 69 54 137
## [169] 59 91 205 72 104 238 67 444 26 346 152 100 167 27
## [183] 51 63 86 329 35 35 48 152 231 109 127 370 461 24
## [197] 33 312 200 58 24 127 88 133 407 38 104 91 77 27
## [211] 43 233 248 38 37 8 75 30 28 46 51 156 72 20
## [225] 94 8 20 169 215 42 74 37 95 465 19 88 76 39
## [239] 59 45 27 88 103 123 32 38 14 67 297 37 179 38
## [253] 9 80 21 48 557 304 225 20 315 267 74 243 207 41
## [267] 12 80 30 98 97 67 87 24 408 64 32 63 212 47
## [281] 225 196 24 229 149 59 102 396 23 53 120 91 85 245
## [295] 56 258 48 284 46 226 113 53 18 63 89 8 94 47
## [309] 171 20 58 93 80 61 35 20 370 148 8 121 49 9
## [323] 25 143 143 119 23 22 35 74 11 16 87 73 349 65
## [337] 752 254 110 15 123 17 221 72 80 89 41 7 620 20
## [351] 56 39 30 37 217 363 10 64 163 48 33 91 74 113
## [365] 21 50 85 13 82 133 66 167 41 2 6 14 25 37
## [379] 285 37 45 14 26 6 20 82 34 39 13 33 44 25
## [393] 151 20 231 11 208 45 31 96 91 47 6 103 36 30
## [407] 58 25 105 183 50 128 23 18 71 85 125 193 127 17
## [421] 5 20 15 20 15 15 45 39 42 36 45 50 14 64
## [435] 107 13 23 17 57 167 63 9 6 82 47 6 46 50
## [449] 128 59 34 43 40 31 11 58 14 13 12 22 90 126
## [463] 3 7 22 125 91 10 105 2 30 6 16 14 5 3
## [477] 25 22 3 0 4 1 15 5 38 16 3 20 3 3
## [491] 0 6 0
##
## $BA
## [1] 0.305 0.331 0.285 0.306 0.302 0.287 0.276 0.305 0.285 0.338 0.283
## [12] 0.281 0.279 0.328 0.293 0.288 0.328 0.297 0.294 0.298 0.272 0.289
## [23] 0.267 0.296 0.284 0.279 0.284 0.286 0.303 0.279 0.303 0.300 0.279
## [34] 0.289 0.290 0.290 0.292 0.262 0.288 0.344 0.294 0.294 0.283 0.318
## [45] 0.298 0.262 0.274 0.312 0.308 0.271 0.293 0.271 0.279 0.286 0.284
## [56] 0.285 0.324 0.301 0.290 0.262 0.298 0.289 0.272 0.303 0.299 0.298
## [67] 0.273 0.285 0.274 0.290 0.276 0.269 0.297 0.304 0.297 0.295 0.297
## [78] 0.288 0.276 0.286 0.282 0.267 0.271 0.297 0.318 0.255 0.288 0.285
## [89] 0.295 0.277 0.272 0.284 0.259 0.312 0.295 0.267 0.282 0.248 0.248
## [100] 0.270 0.276 0.285 0.288 0.298 0.260 0.259 0.296 0.303 0.269 0.313
## [111] 0.309 0.307 0.268 0.285 0.296 0.287 0.286 0.291 0.260 0.303 0.281
## [122] 0.308 0.294 0.295 0.265 0.279 0.291 0.288 0.318 0.286 0.267 0.271
## [133] 0.262 0.303 0.290 0.289 0.285 0.256 0.257 0.281 0.290 0.306 0.284
## [144] 0.289 0.272 0.277 0.267 0.288 0.289 0.280 0.267 0.282 0.266 0.277
## [155] 0.287 0.260 0.281 0.279 0.305 0.261 0.255 0.265 0.283 0.273 0.268
## [166] 0.268 0.285 0.278 0.278 0.265 0.298 0.283 0.281 0.264 0.284 0.281
## [177] 0.295 0.263 0.254 0.252 0.263 0.271 0.274 0.273 0.304 0.275 0.266
## [188] 0.266 0.299 0.299 0.258 0.291 0.270 0.290 0.268 0.267 0.276 0.278
## [199] 0.266 0.273 0.261 0.277 0.293 0.292 0.289 0.254 0.266 0.263 0.267
## [210] 0.295 0.271 0.271 0.285 0.285 0.276 0.306 0.254 0.263 0.252 0.274
## [221] 0.295 0.307 0.274 0.266 0.266 0.273 0.298 0.264 0.284 0.246 0.264
## [232] 0.282 0.313 0.283 0.266 0.295 0.265 0.257 0.268 0.284 0.299 0.272
## [243] 0.286 0.287 0.291 0.270 0.267 0.278 0.249 0.278 0.282 0.276 0.277
## [254] 0.260 0.299 0.282 0.263 0.267 0.250 0.273 0.256 0.295 0.263 0.256
## [265] 0.273 0.243 0.263 0.261 0.279 0.264 0.300 0.279 0.273 0.290 0.257
## [276] 0.269 0.275 0.296 0.269 0.267 0.260 0.289 0.262 0.273 0.273 0.291
## [287] 0.251 0.259 0.275 0.279 0.283 0.279 0.257 0.274 0.263 0.272 0.292
## [298] 0.268 0.261 0.278 0.245 0.297 0.302 0.247 0.268 0.287 0.284 0.283
## [309] 0.250 0.268 0.259 0.277 0.290 0.271 0.296 0.248 0.288 0.278 0.287
## [320] 0.242 0.283 0.274 0.264 0.279 0.279 0.282 0.271 0.279 0.263 0.253
## [331] 0.244 0.261 0.278 0.266 0.269 0.273 0.264 0.281 0.282 0.261 0.280
## [342] 0.291 0.259 0.273 0.303 0.289 0.242 0.253 0.270 0.253 0.254 0.247
## [353] 0.262 0.273 0.280 0.273 0.251 0.258 0.266 0.254 0.269 0.272 0.285
## [364] 0.288 0.260 0.258 0.273 0.295 0.280 0.265 0.289 0.228 0.258 0.255
## [375] 0.264 0.271 0.256 0.251 0.285 0.282 0.276 0.261 0.254 0.254 0.248
## [386] 0.277 0.250 0.267 0.282 0.261 0.248 0.273 0.256 0.291 0.249 0.250
## [397] 0.275 0.304 0.280 0.258 0.281 0.265 0.262 0.257 0.264 0.284 0.300
## [408] 0.276 0.290 0.299 0.304 0.273 0.241 0.270 0.258 0.274 0.279 0.265
## [419] 0.236 0.247 0.270 0.286 0.242 0.233 0.252 0.228 0.286 0.287 0.254
## [430] 0.241 0.255 0.225 0.277 0.253 0.263 0.297 0.253 0.252 0.257 0.255
## [441] 0.254 0.261 0.257 0.258 0.258 0.245 0.250 0.245 0.253 0.278 0.257
## [452] 0.244 0.261 0.249 0.228 0.243 0.228 0.239 0.236 0.233 0.264 0.251
## [463] 0.268 0.217 0.240 0.249 0.260 0.260 0.262 0.225 0.257 0.239 0.253
## [474] 0.225 0.236 0.235 0.226 0.232 0.250 0.287 0.193 0.234 0.255 0.238
## [485] 0.237 0.238 0.219 0.236 0.214 0.226 0.216 0.231 0.242
##
## $OPS
## [1] 0.928 0.976 0.841 0.817 0.941 0.836 0.788 0.857 0.772 0.847 0.827
## [12] 0.796 0.820 0.822 0.753 0.885 0.858 0.855 0.926 1.051 0.688 0.820
## [23] 0.723 0.798 0.907 0.806 0.785 0.769 0.795 0.804 0.930 0.814 0.793
## [34] 0.729 0.810 0.853 0.907 0.653 0.710 1.116 0.810 0.775 0.845 0.931
## [45] 0.782 0.846 0.830 0.996 0.778 0.775 0.785 0.819 0.747 0.787 0.886
## [56] 0.785 0.867 0.974 0.855 0.666 0.854 0.724 0.840 0.825 0.794 0.977
## [67] 0.878 0.795 0.811 0.753 0.789 0.797 0.849 0.774 0.817 0.815 0.858
## [78] 0.846 0.956 0.741 0.745 0.679 0.885 0.948 0.837 0.741 0.746 0.821
## [89] 0.729 0.826 0.732 0.774 0.653 0.933 0.863 0.908 0.889 0.750 0.792
## [100] 0.889 0.724 0.702 0.744 0.803 0.620 0.771 0.821 0.880 0.743 0.965
## [111] 0.871 0.830 0.765 0.830 0.790 0.810 0.696 0.779 0.777 0.885 0.661
## [122] 0.922 0.733 0.919 0.815 0.749 0.874 0.833 0.859 0.761 0.796 0.673
## [133] 0.773 0.765 0.805 0.744 0.790 0.884 0.732 0.855 0.753 0.820 0.812
## [144] 0.802 0.707 0.788 0.817 0.823 0.725 0.929 0.772 0.824 0.763 0.768
## [155] 0.855 0.667 0.802 0.829 0.807 0.673 0.675 0.769 0.850 0.789 0.767
## [166] 0.767 0.789 0.779 0.775 0.759 0.848 0.845 0.859 0.760 0.903 0.692
## [177] 0.904 0.739 0.823 0.626 0.648 0.815 0.818 0.846 0.830 0.728 0.768
## [188] 0.768 0.813 0.835 0.679 0.902 0.707 0.719 0.824 0.806 0.797 0.745
## [199] 0.867 0.797 0.799 0.802 0.732 0.912 0.783 0.661 0.794 0.722 0.854
## [210] 0.811 0.862 0.764 0.733 0.799 0.840 0.818 0.760 0.757 0.753 0.826
## [221] 0.795 0.726 0.779 0.822 0.767 0.851 0.850 0.626 0.759 0.676 0.773
## [232] 0.848 0.882 0.749 0.848 0.933 0.736 0.679 0.779 0.725 0.781 0.794
## [243] 0.806 0.810 0.741 0.794 0.829 0.785 0.782 0.806 0.743 0.790 0.833
## [254] 0.673 0.833 0.884 0.737 0.830 0.802 0.848 0.787 0.724 0.643 0.803
## [265] 0.720 0.635 0.982 0.734 0.805 0.804 0.850 0.665 0.786 0.787 0.717
## [276] 0.717 0.729 0.796 0.712 0.696 0.711 0.765 0.752 0.815 0.706 0.754
## [287] 0.669 0.735 0.762 0.878 0.692 0.870 0.750 0.792 0.660 0.840 0.756
## [298] 0.815 0.663 0.703 0.695 0.851 0.814 0.746 0.822 0.828 0.799 0.876
## [309] 0.684 0.784 0.774 0.781 0.724 0.725 0.724 0.674 0.791 0.840 0.818
## [320] 0.807 0.663 0.749 0.738 0.829 0.829 0.788 0.746 0.946 0.668 0.826
## [331] 0.731 0.795 0.873 0.634 0.841 0.715 0.668 0.721 0.790 0.693 0.701
## [342] 0.802 0.862 0.689 0.831 0.817 0.670 0.834 0.658 0.799 0.847 0.763
## [353] 0.832 0.864 0.737 0.673 0.752 0.677 0.723 0.811 0.642 0.813 0.798
## [364] 0.718 0.822 0.756 0.752 0.807 0.739 0.802 0.783 0.580 0.733 0.827
## [375] 0.699 0.711 0.776 0.725 0.793 0.873 0.766 0.851 0.716 0.852 0.699
## [386] 0.775 0.713 0.763 0.822 0.744 0.675 0.716 0.621 0.797 0.786 0.694
## [397] 0.656 0.794 0.658 0.677 0.744 0.811 0.824 0.733 0.778 0.880 0.842
## [408] 0.860 0.746 0.765 0.744 0.799 0.818 0.814 0.738 0.749 0.680 0.696
## [419] 0.616 0.618 0.757 0.746 0.664 0.666 0.642 0.639 0.928 0.723 0.728
## [430] 0.817 0.652 0.772 0.839 0.771 0.751 0.748 0.756 0.760 0.744 0.732
## [441] 0.665 0.710 0.653 0.693 0.633 0.762 0.641 0.784 0.741 0.773 0.669
## [452] 0.686 0.740 0.757 0.529 0.720 0.653 0.671 0.642 0.612 0.636 0.611
## [463] 0.705 0.552 0.767 0.625 0.717 0.708 0.661 0.571 0.750 0.741 0.695
## [474] 0.604 0.667 0.628 0.640 0.643 0.720 0.741 0.532 0.625 0.776 0.629
## [485] 0.611 0.678 0.584 0.631 0.533 0.574 0.567 0.622 0.662
voting.H = lm(model$vote ~ model$H,data = model)
voting.WAR = lm(model$vote ~ model$WAR,data = model)
voting.HR = voting1.lm = lm(model$vote ~ model$H + model$WAR + model$HR + model$BA + model$OPS,data = model)
voting.BA = lm(model$vote ~ model$BA, data = model)
voting1.lm = lm(model$vote ~ model$H + model$WAR + model$HR + model$SB + model$BA + model$OPS,data = model)
Ballot1 = Ballot[,-(1:4)]
Ballot1 = Ballot1[,-(2:4)]
Ballot1 = Ballot1[,-(3:8)]
Ballot1 = Ballot1[,-5]
Ballot1 = Ballot1[,-6]
Ballot1 = Ballot1[,-(7:8)]
Ballot1 = Ballot1[,-(8:22)]
graph1 <- ggplot(Ballot1, aes(x=H, y=vote,color="blue",label=model$name))
graph1 + geom_point(size = 0.5) + geom_smooth(method = "lm",color = "green") + ggtitle("Career Hits vs HOF Voting Percentage") +
xlab("Career Hits") + ylab("HOF Voting Percentage")+geom_hline(yintercept=0.75,linetype="dashed", color = "blue") + geom_text(aes(label=ifelse(vote>0.5,as.character(model$name),'')),check_overlap = TRUE,size = 2,hjust=-0, vjust=-1)
graph1 + scale_colour_discrete(name ="Payer",
breaks=c("Female", "Male"),
labels=c("Woman", "Man"))+xlim(2000, 3000)+ylim(0.65, 0.8)+geom_point(size = 0.9) + ggtitle("Career Hits vs HOF Voting Percentage") +
xlab("Career Hits") + ylab("HOF Voting Percentage")+geom_hline(yintercept=0.75,linetype="dashed", fill = "blue") + geom_text(aes(label=ifelse(vote>0.5,as.character(model$name),'')),check_overlap = TRUE,size = 4,hjust=-0, vjust=-1)
## Warning: Ignoring unknown parameters: fill
## Warning: Removed 482 rows containing missing values (geom_point).
## Warning: Removed 482 rows containing missing values (geom_text).
plot(HOF.matrix[,2],HOF.matrix[,1], main="Hits vs HOF Voting Percentage",
xlab="Career Hits", ylab="HOF Voting Percentage",
xlim=c(0, 4750), ylim=c(-0.3, 1)) + abline(voting.H,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
plot(HOF.matrix[,2],HOF.matrix[,1], main="Hits vs HOF Voting Cutoff Percentage",
xlab="Career Hits", ylab="HOF Voting Percentage",
xlim=c(1000, 4000), ylim=c(0.6, 1)) + abline(voting.H,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$H, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)
plot(HOF.matrix[,4],HOF.matrix[,1],main="title", sub="subtitle",
xlab="X-axis label", ylab="y-axix label",
xlim=c(0, 175), ylim=c(-0.25, 1)) + abline(voting.WAR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
plot(HOF.matrix[,4],HOF.matrix[,1], main="Hits vs HOF Voting ", sub="Cutoff",
xlab="Career Hits", ylab="HOF Voting Percentage",
xlim=c(25, 200), ylim=c(0.6, 1)) + abline(voting.WAR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$WAR, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)
plot(HOF.matrix[,5],HOF.matrix[,1], main="title", sub="subtitle",
xlab="X-axis label", ylab="y-axix label",
xlim=c(0, 800), ylim=c(-0.3, 1)) + abline(voting.HR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## Warning in abline(voting.HR, col = "red", lty = c(1, 3), lwd = c(2, 3)):
## only using the first two of 6 regression coefficients
## numeric(0)
plot(HOF.matrix[,5],HOF.matrix[,1], main="title", sub="subtitle",
xlab="X-axis label", ylab="y-axix label",
xlim=c(0, 800), ylim=c(0.5, 1)) + abline(voting.HR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## Warning in abline(voting.HR, col = "red", lty = c(1, 3), lwd = c(2, 3)):
## only using the first two of 6 regression coefficients
## numeric(0)
text(model$HR, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)
plot(HOF.matrix[,7],HOF.matrix[,1], main="title", sub="subtitle",
xlab="X-axis label", ylab="y-axix label",
xlim=c(0, 0.375), ylim=c(-1.3, 1)) + abline(voting.BA,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
plot(HOF.matrix[,7],HOF.matrix[,1], main="title", sub="subtitle",
xlab="X-axis label", ylab="y-axix label",
xlim=c(0.2, 0.375), ylim=c(0.70, 1)) + abline(voting.BA,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$BA, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)
plot(voting.H)
newdata = as.data.frame(HOF.matrix[,-3])
newdata1 = cbind(newdata,as.data.frame(voting.H$residuals))
pairs(newdata1)
cor(model$H,voting.H$residuals)
## [1] 2.649416e-17
cor(model$WAR,voting.H$residuals)
## [1] 0.3077764
cor(model$HR,voting.H$residuals)
## [1] 0.1605059
cor(model$SB,voting.H$residuals)
## [1] 0.001641903
cor(model$BA,voting.H$residuals)
## [1] -0.008350084
cor(model$OPS,voting.H$residuals)
## [1] 0.1215006
cov(model$H,voting.H$residuals)
## [1] 3.864569e-15
cov(model$WAR,voting.H$residuals)
## [1] 1.700404
cov(model$HR,voting.H$residuals)
## [1] 5.173148
cov(model$SB,voting.H$residuals)
## [1] 0.0563324
cov(model$BA,voting.H$residuals)
## [1] -3.990754e-05
cov(model$OPS,voting.H$residuals)
## [1] 0.002336741
myvars = c("vote","H","HR")
newdata = as.data.frame(HOF.matrix[,-3])
pairs(newdata)
voting.lm = lm(model$vote ~ model$H,data = model)
summary(voting.lm)
##
## Call:
## lm(formula = model$vote ~ model$H, data = model)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.42934 -0.14800 -0.05372 0.06660 0.80881
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.3196765 0.0299536 -10.67 <2e-16 ***
## model$H 0.0002626 0.0000163 16.11 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2298 on 491 degrees of freedom
## Multiple R-squared: 0.3458, Adjusted R-squared: 0.3444
## F-statistic: 259.5 on 1 and 491 DF, p-value: < 2.2e-16
fit = coeftest(voting.lm, vcov = vcovHC(voting.lm, type="HC1"))
summary(fit)
## Estimate Std. Error t value
## Min. :-0.3196765 Min. :2.093e-05 Min. :-10.287
## 1st Qu.:-0.2396917 1st Qu.:7.785e-03 1st Qu.: -4.580
## Median :-0.1597070 Median :1.555e-02 Median : 1.128
## Mean :-0.1597070 Mean :1.555e-02 Mean : 1.128
## 3rd Qu.:-0.0797222 3rd Qu.:2.331e-02 3rd Qu.: 6.835
## Max. : 0.0002626 Max. :3.108e-02 Max. : 12.543
## Pr(>|t|)
## Min. :0.000e+00
## 1st Qu.:3.282e-23
## Median :6.565e-23
## Mean :6.565e-23
## 3rd Qu.:9.847e-23
## Max. :1.313e-22
bptest(voting1.lm)
##
## studentized Breusch-Pagan test
##
## data: voting1.lm
## BP = 142.5, df = 6, p-value < 2.2e-16
coeftest(voting1.lm, vcov = vcovHC(voting1.lm, type="HC1"))
##
## t test of coefficients:
##
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.6604e-02 1.4846e-01 -0.1792 0.857850
## model$H -5.1301e-05 4.2384e-05 -1.2104 0.226715
## model$WAR 8.6054e-03 8.8335e-04 9.7418 < 2.2e-16 ***
## model$HR 6.9268e-04 2.4104e-04 2.8737 0.004235 **
## model$SB -9.2405e-06 9.9133e-05 -0.0932 0.925772
## model$BA 3.6036e+00 9.9735e-01 3.6132 0.000334 ***
## model$OPS -1.5302e+00 3.3769e-01 -4.5314 7.384e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
one.resid <- voting.H$residuals^2
plot(model$vote,one.resid)
score.bp = lm(one.resid ~ model$H)
summary(score.bp)
##
## Call:
## lm(formula = one.resid ~ model$H)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.12122 -0.03497 -0.02739 -0.00355 0.63727
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.660e-02 1.056e-02 -5.358 1.29e-07 ***
## model$H 6.331e-05 5.748e-06 11.014 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08103 on 491 degrees of freedom
## Multiple R-squared: 0.1981, Adjusted R-squared: 0.1965
## F-statistic: 121.3 on 1 and 491 DF, p-value: < 2.2e-16
bptest(voting.lm)
##
## studentized Breusch-Pagan test
##
## data: voting.lm
## BP = 97.677, df = 1, p-value < 2.2e-16
two.resid <- voting1.lm$residuals^2
plot(model$H,two.resid)
score.bp = lm(one.resid ~ model$H)
summary(score.bp)
##
## Call:
## lm(formula = one.resid ~ model$H)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.12122 -0.03497 -0.02739 -0.00355 0.63727
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.660e-02 1.056e-02 -5.358 1.29e-07 ***
## model$H 6.331e-05 5.748e-06 11.014 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08103 on 491 degrees of freedom
## Multiple R-squared: 0.1981, Adjusted R-squared: 0.1965
## F-statistic: 121.3 on 1 and 491 DF, p-value: < 2.2e-16
bptest(voting.lm)
##
## studentized Breusch-Pagan test
##
## data: voting.lm
## BP = 97.677, df = 1, p-value < 2.2e-16
fit = lm (model$vote ~ model$H, data=model,weights=(1/model$H^2))
summary(fit)
##
## Call:
## lm(formula = model$vote ~ model$H, data = model, weights = (1/model$H^2))
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -6.429e-05 -5.810e-05 -5.269e-05 -2.331e-05 6.302e-04
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.443e-02 8.263e-03 -2.957 0.00326 **
## model$H 7.475e-05 8.062e-06 9.272 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.0001167 on 491 degrees of freedom
## Multiple R-squared: 0.149, Adjusted R-squared: 0.1473
## F-statistic: 85.96 on 1 and 491 DF, p-value: < 2.2e-16
coeftest(fit, vcov = vcovHC(fit, type="HC1"))
##
## t test of coefficients:
##
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.4433e-02 1.9319e-02 -1.2647 0.2066
## model$H 7.4745e-05 1.4842e-05 5.0361 6.686e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
fit.resid <- fit$residuals^2
plot(model$H,fit.resid)
fit.bp = lm(fit.resid ~ model$H)
summary(fit.bp)
##
## Call:
## lm(formula = fit.resid ~ model$H)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.21647 -0.08197 -0.03219 0.02943 0.58684
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.634e-01 1.728e-02 -9.456 <2e-16 ***
## model$H 1.340e-04 9.405e-06 14.246 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1326 on 491 degrees of freedom
## Multiple R-squared: 0.2925, Adjusted R-squared: 0.291
## F-statistic: 203 on 1 and 491 DF, p-value: < 2.2e-16
bptest(fit)
##
## studentized Breusch-Pagan test
##
## data: fit
## BP = 97.677, df = 1, p-value < 2.2e-16
checkresiduals(voting.lm)
##
## Breusch-Godfrey test for serial correlation of order up to 10
##
## data: Residuals
## LM test = 84.333, df = 10, p-value = 7.064e-14
checkresiduals(voting1.lm)
##
## Breusch-Godfrey test for serial correlation of order up to 10
##
## data: Residuals
## LM test = 53.24, df = 10, p-value = 6.72e-08
library(stargazer)
##
## Please cite as:
## Hlavac, Marek (2018). stargazer: Well-Formatted Regression and Summary Statistics Tables.
## R package version 5.2.2. https://CRAN.R-project.org/package=stargazer
stargazer(voting.H, voting1.lm,coeftest(voting1.lm, vcov = vcovHC(voting1.lm, type="HC1")),title="Results", align=TRUE)
##
## % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
## % Date and time: Fri, Nov 30, 2018 - 22:31:11
## % Requires LaTeX packages: dcolumn
## \begin{table}[!htbp] \centering
## \caption{Results}
## \label{}
## \begin{tabular}{@{\extracolsep{5pt}}lD{.}{.}{-3} D{.}{.}{-3} D{.}{.}{-3} }
## \\[-1.8ex]\hline
## \hline \\[-1.8ex]
## & \multicolumn{3}{c}{\textit{Dependent variable:}} \\
## \cline{2-4}
## \\[-1.8ex] & \multicolumn{2}{c}{vote} & \multicolumn{1}{c}{ } \\
## \\[-1.8ex] & \multicolumn{2}{c}{\textit{OLS}} & \multicolumn{1}{c}{\textit{coefficient}} \\
## & \multicolumn{2}{c}{\textit{}} & \multicolumn{1}{c}{\textit{test}} \\
## \\[-1.8ex] & \multicolumn{1}{c}{(1)} & \multicolumn{1}{c}{(2)} & \multicolumn{1}{c}{(3)}\\
## \hline \\[-1.8ex]
## H & 0.0003^{***} & -0.0001 & -0.0001 \\
## & (0.00002) & (0.00004) & (0.00004) \\
## & & & \\
## WAR & & 0.009^{***} & 0.009^{***} \\
## & & (0.001) & (0.001) \\
## & & & \\
## HR & & 0.001^{***} & 0.001^{***} \\
## & & (0.0002) & (0.0002) \\
## & & & \\
## SB & & -0.00001 & -0.00001 \\
## & & (0.0001) & (0.0001) \\
## & & & \\
## BA & & 3.604^{***} & 3.604^{***} \\
## & & (1.003) & (0.997) \\
## & & & \\
## OPS & & -1.530^{***} & -1.530^{***} \\
## & & (0.330) & (0.338) \\
## & & & \\
## Constant & -0.320^{***} & -0.027 & -0.027 \\
## & (0.030) & (0.139) & (0.148) \\
## & & & \\
## \hline \\[-1.8ex]
## Observations & \multicolumn{1}{c}{493} & \multicolumn{1}{c}{493} & \\
## R$^{2}$ & \multicolumn{1}{c}{0.346} & \multicolumn{1}{c}{0.526} & \\
## Adjusted R$^{2}$ & \multicolumn{1}{c}{0.344} & \multicolumn{1}{c}{0.520} & \\
## Residual Std. Error & \multicolumn{1}{c}{0.230 (df = 491)} & \multicolumn{1}{c}{0.197 (df = 486)} & \\
## F Statistic & \multicolumn{1}{c}{259.502$^{***}$ (df = 1; 491)} & \multicolumn{1}{c}{89.805$^{***}$ (df = 6; 486)} & \\
## \hline
## \hline \\[-1.8ex]
## \textit{Note:} & \multicolumn{3}{r}{$^{*}$p$<$0.1; $^{**}$p$<$0.05; $^{***}$p$<$0.01} \\
## \end{tabular}
## \end{table}
model1 = HOF.matrix[,-3]
df <- data.frame(matrix(unlist(model1), nrow=9, byrow=T),stringsAsFactors=FALSE)
## Warning in matrix(unlist(model1), nrow = 9, byrow = T): data length [3451]
## is not a sub-multiple or multiple of the number of rows [9]
df <- structure(list(vote = Ballot1$vote,
WAR = Ballot1$WAR,
HR = Ballot1$HR,
SB = Ballot1$SB,
BA = Ballot1$BA,
OPS = Ballot$OPS),
.Names = c("vote", "WAR", "HR",
"SB", "BA", "OPS"),
row.names = c(NA, -6L),
class = c("tbl_df", "tbl", "data.frame"))
stargazer(as.data.frame(df))
##
## % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
## % Date and time: Fri, Nov 30, 2018 - 22:31:11
## \begin{table}[!htbp] \centering
## \caption{}
## \label{}
## \begin{tabular}{@{\extracolsep{5pt}}lccccccc}
## \\[-1.8ex]\hline
## \hline \\[-1.8ex]
## Statistic & \multicolumn{1}{c}{N} & \multicolumn{1}{c}{Mean} & \multicolumn{1}{c}{St. Dev.} & \multicolumn{1}{c}{Min} & \multicolumn{1}{c}{Pctl(25)} & \multicolumn{1}{c}{Pctl(75)} & \multicolumn{1}{c}{Max} \\
## \hline \\[-1.8ex]
## vote & 493 & 0.133 & 0.284 & 0.000 & 0.000 & 0.041 & 0.993 \\
## WAR & 493 & 35.611 & 24.070 & $-$3 & 19.5 & 46.4 & 163 \\
## HR & 493 & 199.984 & 140.416 & 6 & 90 & 282 & 762 \\
## SB & 493 & 123.260 & 149.473 & 0 & 31 & 156 & 1,406 \\
## BA & 493 & 0.273 & 0.021 & 0.193 & 0.260 & 0.287 & 0.344 \\
## OPS & 493 & 0.771 & 0.084 & 0.529 & 0.722 & 0.823 & 1.116 \\
## \hline \\[-1.8ex]
## \end{tabular}
## \end{table}